https://nanless.github.io/audio-paper-digest-blog/tags/%E5%A4%9A%E6%A8%A1%E6%80%81%E6%A8%A1%E5%9E%8B/ Recent content in 多模态模型 on 语音/音频论文速递 Hugo zh-cn Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-bimodal-approach-for-detecting-fatigue-using/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-bimodal-approach-for-detecting-fatigue-using/ A Bimodal Approach for Detecting Fatigue Using Speech and Personal Assessments in College Students https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-dynamic-gated-cross-attention-framework-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-dynamic-gated-cross-attention-framework-for/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acir-macl-effective-multimodal-sentiment-analysis/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acir-macl-effective-multimodal-sentiment-analysis/ 情感分析 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acoustic-and-facial-markers-of-perceived/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acoustic-and-facial-markers-of-perceived/ 语音情感识别 | 6.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acoustic-feedback-cancellation-in-hearing-aids/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acoustic-feedback-cancellation-in-hearing-aids/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adh-va-adaptive-directed-hypergraph-convolution/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adh-va-adaptive-directed-hypergraph-convolution/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-advancing-speech-summarization-in-multi-modal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-advancing-speech-summarization-in-multi-modal/ 音频问答 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-affect-jigsaw-integrating-core-and-peripheral/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-affect-jigsaw-integrating-core-and-peripheral/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-alma-chor-leveraging-audio-lyric-alignment-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-alma-chor-leveraging-audio-lyric-alignment-with/ 音乐信息检索 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-amber2-dual-ambiguity-aware-emotion-recognition/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-amber2-dual-ambiguity-aware-emotion-recognition/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-anomaly-aware-and-audio-enhanced-dual-pathway/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-anomaly-aware-and-audio-enhanced-dual-pathway/ 语音生物标志物 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-end-to-end-multimodal-system-for-subtitle/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-end-to-end-multimodal-system-for-subtitle/ 多模态模型 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-unsupervised-alignment-feature-fusion-system/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-an-unsupervised-alignment-feature-fusion-system/ 语音生物标志物 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-animalclap-taxonomy-aware-language-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-animalclap-taxonomy-aware-language-audio/ 音频分类 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-apkd-aligned-and-paced-knowledge-distillation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-apkd-aligned-and-paced-knowledge-distillation/ 情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aqua-bench-beyond-finding-answers-to-knowing-when/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aqua-bench-beyond-finding-answers-to-knowing-when/ 音频问答 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-attention-weighted-centered-kernel-alignment-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-attention-weighted-centered-kernel-alignment-for/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-attentive-av-fusionnet-audio-visual-quality/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-attentive-av-fusionnet-audio-visual-quality/ 音视频 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audience-aware-co-speech-gesture-generation-in/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audience-aware-co-speech-gesture-generation-in/ 音频生成 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-guided-multimodal-approach-for-fine-grained/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-guided-multimodal-approach-for-fine-grained/ 说话人检测 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-text-jailbreak-attack-on-large-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-text-jailbreak-attack-on-large-audio/ 音频安全 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audiofuse-unified-spectral-temporal-learning-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audiofuse-unified-spectral-temporal-learning-via/ 音频分类 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audiogen-omni-a-unified-multimodal-diffusion/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audiogen-omni-a-unified-multimodal-diffusion/ 音频生成 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avatar-audio-visual-adaptive-fusion-via-trained/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avatar-audio-visual-adaptive-fusion-via-trained/ 音频深度伪造检测 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avo-65-a-large-scale-hierarchical-audio-visual/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avo-65-a-large-scale-hierarchical-audio-visual/ 音视频 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-beyond-face-swapping-a-diffusion-based-digital/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-beyond-face-swapping-a-diffusion-based-digital/ 音频深度伪造检测 | 8.1/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-beyond-isolated-utterances-cue-guided-interaction/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-beyond-isolated-utterances-cue-guided-interaction/ 多模态模型 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bimodal-fusion-framework-for-dynamic-facial/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bimodal-fusion-framework-for-dynamic-facial/ 语音情感识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bone-conduction-guided-multimodal-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bone-conduction-guided-multimodal-speech/ 语音增强 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-brainprint-modulated-target-speaker-extraction/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-brainprint-modulated-target-speaker-extraction/ 语音分离 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-camod-causal-aware-modality-denoising-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-camod-causal-aware-modality-denoising-for/ 多模态对话意图识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-can-hierarchical-cross-modal-fusion-predict-human/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-can-hierarchical-cross-modal-fusion-predict-human/ 模型评估 | 6.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-caption-and-audio-guided-video-representation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-caption-and-audio-guided-video-representation/ 视频检索 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-castella-long-audio-dataset-with-captions-and/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-castella-long-audio-dataset-with-captions-and/ 音频检索 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-clawmark-a-living-world-benchmark-for-multi-turn/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-clawmark-a-living-world-benchmark-for-multi-turn/ 基准测试 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-clue2emo-a-brain-inspired-framework-for-open/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-clue2emo-a-brain-inspired-framework-for-open/ 语音情感识别 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-context-aware-dynamic-graph-learning-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-context-aware-dynamic-graph-learning-for/ 语音情感识别 | 8.8/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-continuous-token-diffusion-for-speaker-referenced/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-continuous-token-diffusion-for-speaker-referenced/ 语音合成 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-coupling-acoustic-geometry-and-visual-semantics/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-coupling-acoustic-geometry-and-visual-semantics/ 空间音频 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cova-text-guided-composed-video-retrieval-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cova-text-guided-composed-video-retrieval-for/ 跨模态检索 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cross-modal-bottleneck-fusion-for-noise-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cross-modal-bottleneck-fusion-for-noise-robust/ 语音识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-damo-a-data-efficient-multimodal-orchestrator-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-damo-a-data-efficient-multimodal-orchestrator-for/ 视频问答 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dbft-sd-weakly-supervised-multimodal-detection-of/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dbft-sd-weakly-supervised-multimodal-detection-of/ 音频事件检测 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ddsr-net-robust-multimodal-sentiment-analysis-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ddsr-net-robust-multimodal-sentiment-analysis-via/ 语音情感识别 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dgsdnet-dual-graph-spectral-diffusion-network-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dgsdnet-dual-graph-spectral-diffusion-network-for/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dpt-net-dual-path-transformer-network-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dpt-net-dual-path-transformer-network-with/ 语音生物标志物 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dssr-decoupling-salient-and-subtle/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dssr-decoupling-salient-and-subtle/ 情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dual-contrastive-learning-for-semi-supervised/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dual-contrastive-learning-for-semi-supervised/ 语音生物标志物 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dual-perspective-multimodal-sentiment-analysis/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dual-perspective-multimodal-sentiment-analysis/ 多模态情感分析 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-easy-turn-integrating-acoustic-and-linguistic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-easy-turn-integrating-acoustic-and-linguistic/ 语音对话系统 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-eeg-and-eye-tracking-driven-dynamic-target/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-eeg-and-eye-tracking-driven-dynamic-target/ 语音分离 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-efficient-audio-visual-inference-via-token/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-efficient-audio-visual-inference-via-token/ 音频问答 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-emotri-rl-emotion-and-cause-aware-reinforcement/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-emotri-rl-emotion-and-cause-aware-reinforcement/ 语音情感识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-empowering-multimodal-respiratory-sound/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-empowering-multimodal-respiratory-sound/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-enhancing-audio-question-answering-performance/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-enhancing-audio-question-answering-performance/ 音频问答 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fastav-efficient-token-pruning-for-audio-visual/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fastav-efficient-token-pruning-for-audio-visual/ 音频问答 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fine-tuning-large-audio-language-models-with-lora/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fine-tuning-large-audio-language-models-with-lora/ 音频事件检测 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-foca-multimodal-malware-classification-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-foca-multimodal-malware-classification-via/ 音频分类 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-foleybench-a-benchmark-for-video-to-audio-models/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-foleybench-a-benchmark-for-video-to-audio-models/ 音频生成 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-gelina-unified-speech-and-gesture-synthesis-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-gelina-unified-speech-and-gesture-synthesis-via/ 语音合成 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-graph-based-modality-alignment-for-robustness-in/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-graph-based-modality-alignment-for-robustness-in/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-havt-ivd-heterogeneity-aware-cross-modal-network/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-havt-ivd-heterogeneity-aware-cross-modal-network/ 音频事件检测 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hierarchical-tokenization-of-multimodal-music/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hierarchical-tokenization-of-multimodal-music/ 音乐检索 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/icassp2026-task-019/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/icassp2026-task-019/ 共 6 篇 ICASSP 2026 多模态模型 方向论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-multimodal-brain-encoding-model-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-multimodal-brain-encoding-model-with/ 脑信号编码 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-inconvad-a-two-stage-dual-tower-framework-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-inconvad-a-two-stage-dual-tower-framework-for/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-inter-dialog-contrastive-learning-for-multimodal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-inter-dialog-contrastive-learning-for-multimodal/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-interval-aware-retrieval-framework-for-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-interval-aware-retrieval-framework-for-speech/ 语音生物标志物 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-investigating-modality-contribution-in-audio-llms/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-investigating-modality-contribution-in-audio-llms/ 模型评估 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-learning-what-to-hear-boosting-sound-source/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-learning-what-to-hear-boosting-sound-source/ 音视频实例分割 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-letpav-lexicon-enhanced-text-with-progressive/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-letpav-lexicon-enhanced-text-with-progressive/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-audio-visual-data-to-reduce-the/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-audio-visual-data-to-reduce-the/ 语音识别 | 6.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-large-multimodal-models-for-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-large-multimodal-models-for-audio/ 音频深度伪造检测 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-prediction-entropy-for-automatic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-prediction-entropy-for-automatic/ 音频分类 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mag-multi-modal-aligned-autoregressive-co-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mag-multi-modal-aligned-autoregressive-co-speech/ 音频生成 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mcf-text-llms-for-multimodal-emotional-causality/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mcf-text-llms-for-multimodal-emotional-causality/ 情感分析 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mecap-r1-emotion-aware-policy-with-reinforcement/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mecap-r1-emotion-aware-policy-with-reinforcement/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-midi-llama-an-instruction-following-multimodal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-midi-llama-an-instruction-following-multimodal/ 音乐理解 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-attention-sinks-and-massive/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-attention-sinks-and-massive/ 语音识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-language-prior-induced-hallucinations/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-language-prior-induced-hallucinations/ 多模态模型 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-shared-private-branch-imbalance-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mitigating-shared-private-branch-imbalance-via/ 多模态模型 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mixture-of-experts-for-recognizing-depression/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mixture-of-experts-for-recognizing-depression/ 语音生物标志物 | 6.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ml-san-multi-level-speaker-adaptive-network-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ml-san-multi-level-speaker-adaptive-network-for/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mmaudiosep-taming-video-to-audio-generative-model/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mmaudiosep-taming-video-to-audio-generative-model/ 语音分离 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mmeb-v3-measuring-the-performance-gaps-of-omni/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mmeb-v3-measuring-the-performance-gaps-of-omni/ 基准测试 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-modeling-both-intra-and-inter-utterance/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-modeling-both-intra-and-inter-utterance/ 语音情感识别 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msanet-multi-scale-semantic-aggregation-network/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msanet-multi-scale-semantic-aggregation-network/ 语音增强 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msct-differential-cross-modal-attention-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msct-differential-cross-modal-attention-for/ 音频深度伪造检测 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msf-ser-enriching-acoustic-modeling-with-multi/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-msf-ser-enriching-acoustic-modeling-with-multi/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-fusion-based-ipclip-network-for-mixed/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-fusion-based-ipclip-network-for-mixed/ 多模态模型 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-llms-as-expert-speech-annotators/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-llms-as-expert-speech-annotators/ 语音生物标志物 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-self-attention-network-with-temporal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-self-attention-network-with-temporal/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-transformer-with-multiperspective/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multimodal-transformer-with-multiperspective/ 多模态模型 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-musicrs-benchmarking-audio-centric-conversational/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-musicrs-benchmarking-audio-centric-conversational/ 音乐推荐 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mutual-forcing-dual-mode-self-evolution-for-fast/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mutual-forcing-dual-mode-self-evolution-for-fast/ 音频生成 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-nemotron-3-nano-omni-efficient-and-open/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-nemotron-3-nano-omni-efficient-and-open/ 多模态模型 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-non-line-of-sight-vehicle-detection-via-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-non-line-of-sight-vehicle-detection-via-audio/ 音频分类 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-omni-avsr-towards-unified-multimodal-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-omni-avsr-towards-unified-multimodal-speech/ 语音识别 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-perceptual-quality-assessment-for-stylized/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-perceptual-quality-assessment-for-stylized/ 模型评估 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-performsinger-multimodal-singing-voice-synthesis/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-performsinger-multimodal-singing-voice-synthesis/ 歌唱语音合成 | 4.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-phrased-phrase-dictionary-biasing-for-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-phrased-phrase-dictionary-biasing-for-speech/ 语音翻译 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-prompt-guided-mixture-of-experts-for-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-prompt-guided-mixture-of-experts-for-robust/ 语音情感识别 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-promptsep-generative-audio-separation-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-promptsep-generative-audio-separation-via/ 语音分离 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-prototype-guided-cross-modal-contrastive-learning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-prototype-guided-cross-modal-contrastive-learning/ 语音分离 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rationale-guided-learning-for-multimodal-emotion/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rationale-guided-learning-for-multimodal-emotion/ 语音情感识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rcal-reinforced-cross-modal-alignment-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rcal-reinforced-cross-modal-alignment-for/ 多模态模型 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reading-between-the-waves-robust-topic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reading-between-the-waves-robust-topic/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reasoning-driven-captions-to-assist-noise-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reasoning-driven-captions-to-assist-noise-robust/ 语音情感识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rethinking-entity-disambiguation-in-complex/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rethinking-entity-disambiguation-in-complex/ 实体消歧 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rethinking-music-captioning-with-music-metadata/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rethinking-music-captioning-with-music-metadata/ 音乐理解 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-scaling-ambiguity-augmenting-human-annotation-in/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-scaling-ambiguity-augmenting-human-annotation-in/ 语音情感识别 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-selective-hub-fusion-with-modality-heterogeneous/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-selective-hub-fusion-with-modality-heterogeneous/ 多模态模型 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-semantic-guided-pseudo-feature-attention-network/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-semantic-guided-pseudo-feature-attention-network/ 音频分类 零样本学习 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-session-level-spoken-language-assessment-with-a/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-session-level-spoken-language-assessment-with-a/ 语音评估 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sightsound-r1-cross-modal-reasoning-distillation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sightsound-r1-cross-modal-reasoning-distillation/ 音频问答 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-slap-scalable-language-audio-pretraining-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-slap-scalable-language-audio-pretraining-with/ 音频检索 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sparse-view-visual-acoustic-latent-learning-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sparse-view-visual-acoustic-latent-learning-for/ 空间音频 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-speechct-clip-distilling-text-image-knowledge-to/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-speechct-clip-distilling-text-image-knowledge-to/ 医疗AI | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spiking-temporal-enhanced-network-for-zero-shot/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spiking-temporal-enhanced-network-for-zero-shot/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-st-hntm-joint-speech-text-neural-topic-modeling/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-st-hntm-joint-speech-text-neural-topic-modeling/ 主题建模 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-staged-diffusion-with-hybrid-mixture-of-experts/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-staged-diffusion-with-hybrid-mixture-of-experts/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-still-thinking-or-stopped-talking-dialogue/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-still-thinking-or-stopped-talking-dialogue/ 语音对话系统 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-streamingbench-assessing-the-gap-for-mllms-to/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-streamingbench-assessing-the-gap-for-mllms-to/ 基准测试 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sure-synergistic-uncertainty-aware-reasoning-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sure-synergistic-uncertainty-aware-reasoning-for/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-synaspot-a-lightweight-streaming-multi-modal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-synaspot-a-lightweight-streaming-multi-modal/ 关键词检测 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-temporal-spatial-decouple-before-act-disentangled/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-temporal-spatial-decouple-before-act-disentangled/ 情感分析 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-the-curious-case-of-visual-grounding-different/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-the-curious-case-of-visual-grounding-different/ 模型评估 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-the-synergistic-role-of-audio-and-large-video/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-the-synergistic-role-of-audio-and-large-video/ 领域适应 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-tinymu-a-compact-audio-language-model-for-music/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-tinymu-a-compact-audio-language-model-for-music/ 音乐理解 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-effective-negation-modeling-in-joint/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-effective-negation-modeling-in-joint/ 音乐理解 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-multi-view-hierarchical-video-to-piano/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-multi-view-hierarchical-video-to-piano/ 音乐生成 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-tpeformer-temporal-patch-embedding-transformer/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-tpeformer-temporal-patch-embedding-transformer/ 语音情感识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-training-free-multimodal-guidance-for-video-to/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-training-free-multimodal-guidance-for-video-to/ 音频生成 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uncertainty-aware-3d-emotional-talking-face/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uncertainty-aware-3d-emotional-talking-face/ 音视频 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uti-llm-a-personalized-articulatory-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uti-llm-a-personalized-articulatory-speech/ 语音对话系统 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uvt-lm-unifying-visual-and-tactile-perception/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-uvt-lm-unifying-visual-and-tactile-perception/ 跨模态 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-vmsp-video-to-music-generation-with-two-stage/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-vmsp-video-to-music-generation-with-two-stage/ 音乐生成 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-vt-heads-voice-cloning-and-talking-head/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-vt-heads-voice-cloning-and-talking-head/ 视频生成 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-walking-through-uncertainty-an-empirical-study-of/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-walking-through-uncertainty-an-empirical-study-of/ 音频问答 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-audio-matters-a-lightweight-hierarchical/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-audio-matters-a-lightweight-hierarchical/ 语音情感识别 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-zsv2c-mllm-zero-shot-visual-voice-cloning-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-zsv2c-mllm-zero-shot-visual-voice-cloning-via/ 语音克隆 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avsdnet-a-novel-end-to-end-neural-network/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-avsdnet-a-novel-end-to-end-neural-network/ 说话人分离 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-all-that-glitters-is-not-audio-rethinking-text/ Tue, 28 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-all-that-glitters-is-not-audio-rethinking-text/ 音频问答 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-cineagi-character-consistent-movie-creation/ Tue, 28 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-cineagi-character-consistent-movie-creation/ 跨模态 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-headrouter-dynamic-head-weight-routing-for-task/ Tue, 28 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-headrouter-dynamic-head-weight-routing-for-task/ 音频大模型 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27-full-duplex-interaction-in-spoken-dialogue/ Mon, 27 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27-full-duplex-interaction-in-spoken-dialogue/ 语音对话系统 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27/ Mon, 27 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27/ 共分析 13 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-25-momo-a-framework-for-seamless-physical-verbal-and/ Sat, 25 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-25-momo-a-framework-for-seamless-physical-verbal-and/ 机器人技能学习 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-25/ Sat, 25 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-25/ 共分析 2 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-materialistic-rir-material-conditioned-realistic/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-materialistic-rir-material-conditioned-realistic/ 音频生成 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-mer-2026-from-discriminative-emotion-recognition/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-mer-2026-from-discriminative-emotion-recognition/ 语音情感识别 | 6.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-sema-semantic-transport-for-real-time-multimodal/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-sema-semantic-transport-for-real-time-multimodal/ 实时处理 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24/ 共分析 21 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-atir-towards-audio-text-interleaved-contextual/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-atir-towards-audio-text-interleaved-contextual/ 这篇论文旨在解决现有音频-文本检索方法无法处理查询和文档中音频与文本交错出现（如多轮对话、混合输入）的局限性。为此，作者定义了音频-文本交错上下文检索（ATIR）任务，并构建了一个包含约8.8万对样本的大规模基准。为解决直接应用多模态大语言模型（MLLM）时音频token冗余导致的效率和精度问题，论 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-onote-benchmarking-omnimodal-notation-processing/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-onote-benchmarking-omnimodal-notation-processing/ 1. **问题**：当前多模态大模型在音乐符号处理（Omnimodal Notation Processing, ONP）领域存在严重缺陷：研究碎片化、模型存在严重的符号偏差（偏向五线谱）、且普遍依赖不可靠的“LLM-as-a-Judge”评估方法，掩盖了模型在音乐理论推理上的系统性失败。 2. https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-qwen35-omni-technical-report/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-qwen35-omni-technical-report/ 这篇论文介绍了Qwen3.5-Omni，一个支持文本、图像、音频和音频-视频输入的全模态大语言模型。为解决现有模型在实时交互、跨模态推理和工具使用上的不足，其核心方法是采用“Thinker-Talker”架构，并引入混合专家（MoE）设计以提升效率。与前代相比，主要创新在于：1）模型规模扩展至数千亿 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-aprvos-1st-place-winner-of-5th-pvuw-mevis-audio/ Wed, 22 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-aprvos-1st-place-winner-of-5th-pvuw-mevis-audio/ 这篇论文报告了APRVOS系统，一个专为MEVIS_Audio（音频条件下的指代视频对象分割）任务设计的冠军方案。**要解决的问题**是传统文本指代分割模型无法直接处理包含噪声、不完整且可能描述视频中不存在物体的语音输入。**采用的方法**是一个四阶段流水线：首先使用VibeVoice-ASR将语音 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-benign-fine-tuning-breaks-safety-alignment-in/ Wed, 22 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-benign-fine-tuning-breaks-safety-alignment-in/ 这篇论文首次系统研究了良性（无害）音频数据微调对音频大模型安全对齐的破坏作用。**要解决的问题**是：用户出于提升模型性能目的进行的常规微调，是否会无意中破坏模型的安全防护？**方法**上，作者提出了一个基于嵌入空间邻近度的过滤框架，从语义、声学及混合维度，选择性地用与有害内容在表示空间上相近的良性 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22/ Wed, 22 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22/ 共分析 21 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-avrt-audio-visual-reasoning-transfer-through/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-avrt-audio-visual-reasoning-transfer-through/ 本文旨在解决多模态大模型在音视频联合推理任务上缺乏高质量训练数据的核心挑战。**核心贡献**是提出了AVRT框架，通过组合单模态专家模型的能力来合成多模态推理数据。**关键方法**分为两步：1）**数据生成**：使用专门的视觉教师（Kimi-VL-Thinking）和音频教师（Audio Flami https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-flip-towards-understanding-and-interpreting/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-flip-towards-understanding-and-interpreting/ 本文提出**FLiP**，一种**因子化线性投影模型**，旨在**理解并解释**多语言、多模态句子嵌入空间（如SONAR, LaBSE, Gemini）。核心思想是将嵌入空间的解释转化为一个**线性关键词提取任务**：通过一个简单的线性投影，从句子嵌入向量中恢复出构成该句子的词汇。实验表明，训练良好 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-freezeempath-efficient-training-for-empathetic/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-freezeempath-efficient-training-for-empathetic/ 本文旨在解决训练共情语音聊天机器人时面临的**共情语音数据稀缺、模型泛化能力弱、以及微调导致LLM通用能力退化**三大难题。作者提出了**FreezeEmpath**，一种高效的端到端训练框架。其核心方法是**冻结基础LLM**，采用**语义-情感解耦编码策略**，通过独立的语义适配器和情感提取器从 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-omni-embed-audio-leveraging-multimodal-llms-for/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-omni-embed-audio-leveraging-multimodal-llms-for/ 这篇论文旨在解决当前音频-文本检索模型在**真实、多样化用户查询**下性能下降的问题。作者指出，现有基准测试（如AudioCaps, Clotho）依赖描述性标题式查询，与真实世界中简短、多变的搜索行为（如问题、命令、关键词、排除性查询）存在巨大差距。为此，论文提出了两大核心贡献：1) **Omni https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-video-robin-autoregressive-diffusion-planning-for/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-video-robin-autoregressive-diffusion-planning-for/ 本文针对现有视频到音乐（V2M）生成模型缺乏对创作者风格、主题等细粒度意图控制的问题，提出了Video-Robin，一个结合文本提示的视频配乐框架。其核心方法是将生成过程解耦为两个阶段：首先，一个多模态自回归规划头（AR-Head）整合视频帧和文本提示，通过语义语言模型、有限标量量化（FSQ）和残差 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-beyond-monologue-interactive-talking-listening/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-beyond-monologue-interactive-talking-listening/ 本文旨在解决从单向“独白”式虚拟人生成迈向自然“全双工”交互式生成的核心挑战。**核心问题**在于，现有方法要么因严格的帧对齐而反应僵硬，要么因引入全局注意力而破坏唇同步。**关键方法**是提出一个基于多头高斯核（MHGK）的统一注意力架构，该机制通过为不同的注意力头分配从窄到宽的高斯分布感受野，使 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-hierarchical-codec-diffusion-for-video-to-speech/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-hierarchical-codec-diffusion-for-video-to-speech/ 本论文针对 Video-to-Speech（VTS）生成中视觉-语音模态信息不对称的问题，提出现有方法忽略了语音从粗粒度语义到细粒度韵律的层次结构，导致视觉条件无法与语音表示精准对齐。为此，作者提出 HiCoDiT（Hierarchical Codec Diffusion Transformer）， https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-spatial-aware-conditioned-fusion-for-audio-visual/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-spatial-aware-conditioned-fusion-for-audio-visual/ 本论文针对音频-视觉导航（AVN）中目标空间意图模糊、视觉特征缺乏听觉条件引导两大问题，提出了 Spatial-Aware Conditioned Fusion（SACF）框架。该框架首先设计了 Spatially Discretized Localization Descriptor（SDLD）， https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-the-acoustic-camouflage-phenomenon-re-evaluating/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-the-acoustic-camouflage-phenomenon-re-evaluating/ 本研究探讨了在企业财报电话会议中，副语言声学特征（音高、抖动、停顿等）对预测灾难性股价下跌的效用。作者基于MAEC数据集，提取了两种模态的特征：文本端使用FinBERT计算脚本化开场白与即兴Q&A之间的情感极性差异（Sentiment Delta），音频端提取临床语音压力标记的方差特征（音高方差、抖 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-tinymu-a-compact-audio-language-model-for-music/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-tinymu-a-compact-audio-language-model-for-music/ 本文针对现有大型音频语言模型（LALM）参数庞大（数十亿级）、训练推理成本高、难以部署在边缘设备的问题，提出了 TinyMU——一个仅有 229M 参数的紧凑音乐语言模型。为此，作者构建了 MusicSkills-3.5M 数据集，包含 350 万个涵盖多选、二元判断和开放式格式的音乐问答样本，结合 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20/ 共分析 24 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-audio-cogito-towards-deep-audio-reasoning-in/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-audio-cogito-towards-deep-audio-reasoning-in/ 这篇论文旨在解决大型音频语言模型（LALMs）在复杂音频推理任务上能力不足且依赖昂贵闭源数据的问题。作者提出了一个名为**Audio-Cogito**的全开源解决方案，其核心是**Cogito-Pip https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-avid-a-benchmark-for-omni-modal-audio-visual/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-avid-a-benchmark-for-omni-modal-audio-visual/ 这篇论文旨在解决当前全模态大模型在音视频不一致性理解能力上缺乏系统性评估的问题。现有基准要么只关注音视频对齐事件，要么局限于检测深度伪造中的低级伪影，无法评估模型对长视频中语义级矛盾的理解。为此，作者 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-controlfoley-unified-and-controllable-video-to/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-controlfoley-unified-and-controllable-video-to/ 本文提出了ControlFoley，一个统一且可控的视频到音频生成框架，旨在解决现有方法在跨模态冲突下文本控制力弱、以及参考音频控制中音色与时间信息纠缠的问题。其核心贡献包括：1）提出联合视觉编码范式 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-geo2sound-a-scalable-geo-aligned-framework-for/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-geo2sound-a-scalable-geo-aligned-framework-for/ 这篇论文提出了一个名为 **Geo2Sound** 的新任务和框架，旨在从卫星图像生成地理上一致且逼真的声音景观。**要解决的问题**是现有图像到音频模型在处理自上而下的卫星视图时面临三大挑战：缺乏结 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-hijacking-large-audio-language-models-via-context/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-hijacking-large-audio-language-models-via-context/ 这篇论文揭示了针对音频大语言模型（LALM）的一种新型安全威胁：**上下文无关且不可感知的音频提示注入攻击**。攻击者仅需篡改输入音频数据（如会议录音、音乐片段），即可在用户不知情的情况下，劫持模型行 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-tora3-trajectory-guided-audio-video-generation/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-tora3-trajectory-guided-audio-video-generation/ 本文针对现有音视频（AV）生成模型中存在的运动不真实、声音与运动事件不同步、声音强度与运动强度不匹配等问题，提出了Tora3框架。其核心创新在于**将物体轨迹视为连接视觉与听觉模态的共享运动学先验** https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-wavalign-enhancing-intelligence-and/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-wavalign-enhancing-intelligence-and/ 这篇论文旨在解决端到端语音对话模型在智能（IQ）和表达力（EQ）上难以同时提升的核心挑战。作者发现，直接对混合文本-语音序列应用统一的偏好优化（如DPO、GRPO）会导致问题：稀疏的偏好信号被淹没在密 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/ 共分析 42 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/ Sat, 18 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/ 共分析 39 篇语音/AI 论文