鲁棒性 on 语音/音频论文速递 https://nanless.github.io/audio-paper-digest-blog/tags/%E9%B2%81%E6%A3%92%E6%80%A7/ Recent content in 鲁棒性 on 语音/音频论文速递 Hugo zh-cn Wed, 29 Apr 2026 00:00:00 +0000 A Feature-Optimized Audio Watermarking Algorithm with Adaptive Embedding Strength https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-feature-optimized-audio-watermarking-algorithm/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-feature-optimized-audio-watermarking-algorithm/ 音频安全 | 7.5/10 A Framework for Controlled Multi-Speaker Audio Synthesis for Robustness Evaluation of Speaker Diarisation Systems https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-framework-for-controlled-multi-speaker-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-framework-for-controlled-multi-speaker-audio/ 说话人日志 | 7.5/10 A Robust KNN Approach for Multi-Class Laryngeal Disease Detection using MFCC Features https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-robust-knn-approach-for-multi-class-laryngeal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-robust-knn-approach-for-multi-class-laryngeal/ 音频分类 | 7.5/10 A Superb-Style Benchmark of Self-Supervised Speech Models for Audio Deepfake Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-superb-style-benchmark-of-self-supervised/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-superb-style-benchmark-of-self-supervised/ 音频深度伪造检测 | 7.0/10 A Unified SVD-Modal Solution for Sparse Sound Field Reconstruction with Hybrid Spherical-Linear Microphone Arrays https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-unified-svd-modal-solution-for-sparse-sound/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-unified-svd-modal-solution-for-sparse-sound/ 声源定位 | 6.5/10 AccLID: Accent-aware Language Identification for Robust Multilingual Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acclid-accent-aware-language-identification-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-acclid-accent-aware-language-identification-for/ 语音识别 | 7.0/10 Adaptive Per-Channel Energy Normalization Front-End for Robust Audio Signal Processing https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adaptive-per-channel-energy-normalization-front/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adaptive-per-channel-energy-normalization-front/ 音频分类 | 7.5/10 Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-addressing-gradient-misalignment-in-data/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-addressing-gradient-misalignment-in-data/ 语音伪造检测 | 7.0/10 Advanced modeling of interlanguage speech intelligibility benefit with L1-L2 multi-task learning using differentiable K-means for accent-robust discrete token-based ASR https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-advanced-modeling-of-interlanguage-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-advanced-modeling-of-interlanguage-speech/ 语音识别 | 7.0/10 Adversarial Defense via Generative Speech Enhancement Module https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adversarial-defense-via-generative-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adversarial-defense-via-generative-speech/ 语音增强 对抗防御 | 7.5/10 Adversarial Fine-Tuning on Speech Foundation Model with Vulnerable Attention Consistency Regularization for Robust Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adversarial-fine-tuning-on-speech-foundation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-adversarial-fine-tuning-on-speech-foundation/ 语音识别 | 7.5/10 AFT: An Exemplar-Free Class Incremental Learning Method for Environmental Sound Classification https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aft-an-exemplar-free-class-incremental-learning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aft-an-exemplar-free-class-incremental-learning/ 音频分类 | 7.0/10 AI-Generated Music Detection in Broadcast Monitoring https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ai-generated-music-detection-in-broadcast/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ai-generated-music-detection-in-broadcast/ 音频深度伪造检测 | 7.0/10 AMBER2: Dual Ambiguity-Aware Emotion Recognition Applied to Speech and Text 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 AmbiDrop: Array-Agnostic Speech Enhancement Using Ambisonics Encoding and Dropout-Based Learning https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ambidrop-array-agnostic-speech-enhancement-using/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ambidrop-array-agnostic-speech-enhancement-using/ 语音增强 | 7.0/10 AnyAccomp: Generalizable Accompaniment Generation Via Quantized Melodic Bottleneck https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-anyaccomp-generalizable-accompaniment-generation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-anyaccomp-generalizable-accompaniment-generation/ 音乐生成 | 8.0/10 AnyRIR: Robust Non-Intrusive Room Impulse Response Estimation in the Wild https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-anyrir-robust-non-intrusive-room-impulse-response/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-anyrir-robust-non-intrusive-room-impulse-response/ 空间音频 | 7.0/10 AQUA-Bench: Beyond finding answers to knowing when there are None in Audio Question Answering 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 Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks? https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-are-modern-speech-enhancement-systems-vulnerable/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-are-modern-speech-enhancement-systems-vulnerable/ 语音增强 | 7.5/10 Audio Classification Models are Vulnerable to Filter Perturbations https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-classification-models-are-vulnerable-to/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-classification-models-are-vulnerable-to/ 音频分类 | 7.5/10 Audio Deepfake Detection at the First Greeting: "Hi!" https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-deepfake-detection-at-the-first-greeting-hi/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-audio-deepfake-detection-at-the-first-greeting-hi/ 音频深度伪造检测 | 7.5/10 AudioFuse: Unified Spectral-Temporal Learning Via A Hybrid VIT-1D CNN Architecture for Phonocardiogram Classification 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 AURA: A Stegaformer-Based Scalable Deep Audio Watermark with Extreme Robustness https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aura-a-stegaformer-based-scalable-deep-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aura-a-stegaformer-based-scalable-deep-audio/ 音频水印 | 7.5/10 Auxiliary Multi-Label Training For Improving the Robustness of Audio Deepfake Detection on AI-Processed Data https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-auxiliary-multi-label-training-for-improving-the/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-auxiliary-multi-label-training-for-improving-the/ 音频深度伪造检测 | 6.5/10 AVATAR: Audio-Visual Adaptive Fusion via Trained Agent Reinforcement for Multimodal Deepfake Detection 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 Bloodroot: When Watermarking Turns Poisonous for Stealthy Backdoor https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bloodroot-when-watermarking-turns-poisonous-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bloodroot-when-watermarking-turns-poisonous-for/ 音频安全 | 7.5/10 Brainprint-Modulated Target Speaker Extraction 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 Bridging the Front-End and Back-End for Robust ASR via Cross-Attention-Based U-Net https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bridging-the-front-end-and-back-end-for-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-bridging-the-front-end-and-back-end-for-robust/ 语音识别 | 7.0/10 CaMoD: Causal-Aware Modality Denoising for Multimodal Dialogue Intent Recognition 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 Condition-Invariant fMRI decoding of speech intelligibility with deep state space model https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-condition-invariant-fmri-decoding-of-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-condition-invariant-fmri-decoding-of-speech/ 神经解码 | 7.0/10 Confidence-Guided Error Correction for Disordered Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-confidence-guided-error-correction-for-disordered/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-confidence-guided-error-correction-for-disordered/ 语音识别 | 7.5/10 Content Leakage in Librispeech and its Impact on the Privacy Evaluation of Speaker Anonymization https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-content-leakage-in-librispeech-and-its-impact-on/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-content-leakage-in-librispeech-and-its-impact-on/ 语音匿名化 | 7.5/10 Content-Preserving Speech Representation Learning Via Adaptive Segment-Level Alignment https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-content-preserving-speech-representation-learning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-content-preserving-speech-representation-learning/ 语音识别 | 7.5/10 Context-Aware Dynamic Graph Learning for Multimodal Emotion Recognition with Missing Modalities 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 Contextual Biasing for ASR in Speech LLM with Common Word Cues and Bias Word Position Prediction https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-contextual-biasing-for-asr-in-speech-llm-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-contextual-biasing-for-asr-in-speech-llm-with/ 语音识别 | 7.0/10 Cooperative Multi-Agent Reinforcement Learning for Adaptive Aggregation in Semi-Supervised Federated Learning with non-IID Data https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cooperative-multi-agent-reinforcement-learning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-cooperative-multi-agent-reinforcement-learning/ 联邦学习 | 7.0/10 Coupling Acoustic Geometry and Visual Semantics for Robust Depth Estimation 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 Cross-Modal Bottleneck Fusion for Noise Robust Audio-Visual Speech Recognition 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 Dissecting Performance Degradation in Audio Source Separation under Sampling Frequency Mismatch https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dissecting-performance-degradation-in-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dissecting-performance-degradation-in-audio/ 音乐源分离 | 7.5/10 DOMA: Leveraging Diffusion Language Models with Adaptive Prior for Intent Classification and Slot Filling https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-doma-leveraging-diffusion-language-models-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-doma-leveraging-diffusion-language-models-with/ 语音对话系统 | 8.5/10 DSRMS-TransUnet: A Decentralized Non-Shifted Transunet for Shallow Water Acoustic Source Range Estimation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dsrms-transunet-a-decentralized-non-shifted/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dsrms-transunet-a-decentralized-non-shifted/ 声源定位 | 8.0/10 DSSR: Decoupling Salient and Subtle Representations Under Missing Modalities for Multimodal Emotion Recognition 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 Dynamic Balanced Cross-Modal Attention with Gated Sequence Restoration: Towards Robust Multimodal Sentiment Analysis https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dynamic-balanced-cross-modal-attention-with-gated/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dynamic-balanced-cross-modal-attention-with-gated/ 跨模态 | 7.5/10 Dynamic Noise-Aware Multi Lora Framework Towards Real-World Audio Deepfake Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dynamic-noise-aware-multi-lora-framework-towards/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-dynamic-noise-aware-multi-lora-framework-towards/ 音频深度伪造检测 | 8.0/10 Enhancing Noise Robustness for Neural Speech Codecs Through Resource-Efficient Progressive Quantization Perturbation Simulation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-enhancing-noise-robustness-for-neural-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-enhancing-noise-robustness-for-neural-speech/ 语音增强 | 7.5/10 Fake Speech Wild: Detecting Deepfake Speech on Social Media Platform https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fake-speech-wild-detecting-deepfake-speech-on/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fake-speech-wild-detecting-deepfake-speech-on/ 语音伪造检测 | 7.0/10 Fine-Tuning Bigvgan-V2 for Robust Musical Tuning Preservation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fine-tuning-bigvgan-v2-for-robust-musical-tuning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-fine-tuning-bigvgan-v2-for-robust-musical-tuning/ 音乐生成 | 7.5/10 Frontend Token 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https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-generalizability-of-predictive-and-generative/ 语音增强 | 7.0/10 Graph-based Modality Alignment for Robustness in Conversational Emotion Recognition 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 GRNet: Graph Reconstruction Network for Robust Multimodal Sentiment Analysis https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-grnet-graph-reconstruction-network-for-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-grnet-graph-reconstruction-network-for-robust/ 多模态情感分析 | 7.5/10 Hanui: Harnessing Distributional Discrepancies for Singing Voice Deepfake Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hanui-harnessing-distributional-discrepancies-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hanui-harnessing-distributional-discrepancies-for/ 音频深度伪造检测 | 8.0/10 HVAC-EAR: Eavesdropping Human Speech Using HVAC Systems https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hvac-ear-eavesdropping-human-speech-using-hvac/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-hvac-ear-eavesdropping-human-speech-using-hvac/ 音频安全 | 8.5/10 I-DCCRN-VAE: An Improved Deep Representation Learning Framework for Complex VAE-Based Single-Channel Speech Enhancement https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-i-dccrn-vae-an-improved-deep-representation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-i-dccrn-vae-an-improved-deep-representation/ 语音增强 | 7.5/10 Improving Automatic Speech Recognition by Mitigating Distortions Introduced by Speech Enhancement Under Drone Noise https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-automatic-speech-recognition-by/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-automatic-speech-recognition-by/ 语音识别 | 6.5/10 Improving Binaural Distance Estimation in Reverberant Rooms Through Contrastive And Multi-Task Learning https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-binaural-distance-estimation-in/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-improving-binaural-distance-estimation-in/ 声源定位 | 7.0/10 Input-Adaptive Differentiable Filterbanks via Hypernetworks for Robust Speech Processing https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-input-adaptive-differentiable-filterbanks-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-input-adaptive-differentiable-filterbanks-via/ 语音识别 | 7.5/10 Joint Estimation of Primary and Secondary Paths for Personalized Hearable Applications https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-joint-estimation-of-primary-and-secondary-paths/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-joint-estimation-of-primary-and-secondary-paths/ 主动降噪 | 7.5/10 Learnable Mel-Frontend for Robust Underwater Acoustic Target Detection under Non-Target Interference https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-learnable-mel-frontend-for-robust-underwater/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-learnable-mel-frontend-for-robust-underwater/ 音频分类 | 6.5/10 Leveraging Multiple Speech Enhancers for Non-Intrusive Intelligibility Prediction for Hearing-Impaired Listeners https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-multiple-speech-enhancers-for-non/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-leveraging-multiple-speech-enhancers-for-non/ 模型评估 | 7.5/10 LipsAM: Lipschitz-Continuous Amplitude Modifier for Audio Signal Processing and its Application to Plug-And-Play Dereverberation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lipsam-lipschitz-continuous-amplitude-modifier/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lipsam-lipschitz-continuous-amplitude-modifier/ 语音增强 | 7.5/10 Localizing Speech Deepfakes Beyond Transitions via Segment-Aware Learning https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-localizing-speech-deepfakes-beyond-transitions/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-localizing-speech-deepfakes-beyond-transitions/ 音频深度伪造检测 | 8.0/10 Low-Frequency Harmonic Control for Speech Intelligibility in Open-Ear Headphones https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-low-frequency-harmonic-control-for-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-low-frequency-harmonic-control-for-speech/ 语音增强 | 6.5/10 LP-CFM: Perceptual Invariance-Aware Conditional Flow Matching for Speech Modeling https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lp-cfm-perceptual-invariance-aware-conditional/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lp-cfm-perceptual-invariance-aware-conditional/ 语音合成 | 7.0/10 Membership Inference Attack against Music Diffusion Models via Generative Manifold Perturbation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-membership-inference-attack-against-music/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-membership-inference-attack-against-music/ 音频安全 | 7.5/10 MFF-RVRDI: Multimodal Fusion Framework for Robust Video Recording Device Identification https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mff-rvrdi-multimodal-fusion-framework-for-robust/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-mff-rvrdi-multimodal-fusion-framework-for-robust/ 视频设备识别 | 7.5/10 Multi-Task Learning For Speech Quality Assessment Using ASR-Derived Entropy Features https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multi-task-learning-for-speech-quality-assessment/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-multi-task-learning-for-speech-quality-assessment/ 语音质量评估 | 7.5/10 NeuroSIFT: A Biologically-Inspired Framework with Explicit Signal-Noise Separation for Robust Multimodal Emotion Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-neurosift-a-biologically-inspired-framework-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-neurosift-a-biologically-inspired-framework-with/ 多模态情感识别 | 8.0/10 Noise-Robust AV-ASR Using Visual Features both in the Whisper Encoder and Decoder https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-robust-av-asr-using-visual-features-both-in/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-robust-av-asr-using-visual-features-both-in/ 语音识别 | 8.0/10 Noise-Robust Contrastive Learning with an MFCC-Conformer for Coronary Artery Disease Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-robust-contrastive-learning-with-an-mfcc/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-robust-contrastive-learning-with-an-mfcc/ 音频分类 | 7.0/10 Noise-to-Notes: Diffusion-Based Generation and Refinement for Automatic Drum Transcription https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-to-notes-diffusion-based-generation-and/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-noise-to-notes-diffusion-based-generation-and/ 音乐信息检索 | 8.0/10 Off-The-Grid Multi-Pitch Estimation Using Optimal Transport https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-off-the-grid-multi-pitch-estimation-using-optimal/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-off-the-grid-multi-pitch-estimation-using-optimal/ 音乐信息检索 | 7.5/10 On deepfake voice detection - It’s all in the presentation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-on-deepfake-voice-detection-its-all-in-the/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-on-deepfake-voice-detection-its-all-in-the/ 音频深度伪造检测 | 8.0/10 Optimizing Speech Language Models for Acoustic Consistency https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-optimizing-speech-language-models-for-acoustic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-optimizing-speech-language-models-for-acoustic/ 语音合成 | 8.0/10 Position-Invariant Fine-Tuning Of Speech Enhancement Models With Self-Supervised Speech Representations https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-position-invariant-fine-tuning-of-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-position-invariant-fine-tuning-of-speech/ 语音增强 | 6.5/10 Prompt-Guided Mixture-of-Experts for Robust Multimodal Sentiment Analysis with Missing Modalities 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 Random Matrix-Driven Graph Representation Learning For Bioacoustic Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-random-matrix-driven-graph-representation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-random-matrix-driven-graph-representation/ 生物声学 | 7.5/10 RAS: a Reliability Oriented Metric for Automatic Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ras-a-reliability-oriented-metric-for-automatic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ras-a-reliability-oriented-metric-for-automatic/ 语音识别 | 7.5/10 RASD-SR: A Robust Anomalous Sound Detection Framework with Score Recalibration https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rasd-sr-a-robust-anomalous-sound-detection/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rasd-sr-a-robust-anomalous-sound-detection/ 异常声音检测 | 8.5/10 Reading Between the Waves: Robust Topic Segmentation Using Inter-Sentence Audio Features 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 Reasoning Driven Captions to Assist Noise Robust Speech Emotion Recognition 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 Reducing Prompt Sensitivity in LLM-Based Speech Recognition Through Learnable Projection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reducing-prompt-sensitivity-in-llm-based-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-reducing-prompt-sensitivity-in-llm-based-speech/ 语音识别 | 7.0/10 Regularized Inverse Filter Design for Rigid Spherical Microphone Array Processing: Laplace- And Time-Domain Representations https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-regularized-inverse-filter-design-for-rigid/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-regularized-inverse-filter-design-for-rigid/ 空间音频 | 8.0/10 RMODGDF: A Robust STFT-Derived Feature for Musical Instrument Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rmodgdf-a-robust-stft-derived-feature-for-musical/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rmodgdf-a-robust-stft-derived-feature-for-musical/ 音乐信息检索 | 7.0/10 Robust and Lightweight F0 Estimation Through Mid-Level Fusion of DSP-Informed Features https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-robust-and-lightweight-f0-estimation-through-mid/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-robust-and-lightweight-f0-estimation-through-mid/ 基频估计 | 8.0/10 Robust Deepfake Audio Detection via Multi-Level Intermediate Feature Fusion https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-robust-deepfake-audio-detection-via-multi-level/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-robust-deepfake-audio-detection-via-multi-level/ 音频深度伪造检测 | 7.5/10 RoCo: Robust Code for Fast and Effective Proactive Defense against Voice Cloning Attack https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-roco-robust-code-for-fast-and-effective-proactive/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-roco-robust-code-for-fast-and-effective-proactive/ 音频安全 | 7.5/10 RRPO: Robust Reward Policy Optimization for LLM-Based Emotional TTS https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rrpo-robust-reward-policy-optimization-for-llm/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-rrpo-robust-reward-policy-optimization-for-llm/ 语音合成 | 7.5/10 Sampling-Rate-Agnostic Speech Super-Resolution Based on Gaussian Process Dynamical Systems with Deep Kernel Learning https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sampling-rate-agnostic-speech-super-resolution/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-sampling-rate-agnostic-speech-super-resolution/ 语音增强 | 6.5/10 Snore Sound Classification Based on Physiological Features and Adaptive Loss Function https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-snore-sound-classification-based-on-physiological/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-snore-sound-classification-based-on-physiological/ 音频分类 | 6.5/10 Spectral or Spatial? Leveraging Both for Speaker Extraction in Challenging Data Conditions https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spectral-or-spatial-leveraging-both-for-speaker/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spectral-or-spatial-leveraging-both-for-speaker/ 语音分离 | 7.0/10 Spectrogram Event Based Feature Representation for Generalizable Automatic Music Transcription https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spectrogram-event-based-feature-representation/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spectrogram-event-based-feature-representation/ 音乐信息检索 | 7.5/10 Spiking Attention Network: A Hybrid Neuromorphic Approach to Underwater Acoustic Localization and Zero-Shot Adaptation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spiking-attention-network-a-hybrid-neuromorphic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-spiking-attention-network-a-hybrid-neuromorphic/ 声源定位 | 7.0/10 Staged Diffusion with Hybrid Mixture-of-Experts (MOE) for Multimodal Sentiment Analysis 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 StreamMark: A Deep Learning-Based Semi-Fragile Audio Watermarking for Proactive Deepfake Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-streammark-a-deep-learning-based-semi-fragile/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-streammark-a-deep-learning-based-semi-fragile/ 音频深度伪造检测 | 8.0/10 SURE: Synergistic Uncertainty-Aware Reasoning for Multimodal Emotion Recognition in Conversations 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 Target-Speaker LLM-ASR with Speaker-Aware Speech Encoder https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-target-speaker-llm-asr-with-speaker-aware-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-target-speaker-llm-asr-with-speaker-aware-speech/ 语音识别 | 8.8/10 Toward Robust And Efficient Beat Tracking Via Beat-Aware Attention https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-toward-robust-and-efficient-beat-tracking-via/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-toward-robust-and-efficient-beat-tracking-via/ 音乐理解 | 8.5/10 Towards Blind Data Cleaning: A Case Study in Music Source Separation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-blind-data-cleaning-a-case-study-in-music/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-blind-data-cleaning-a-case-study-in-music/ 音乐信息检索 | 7.0/10 Towards Lightweight Adaptation of Speech Enhancement Models in Real-World Environments https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-lightweight-adaptation-of-speech/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-lightweight-adaptation-of-speech/ 语音增强 | 8.5/10 Towards Robust Dysarthric Speech Recognition: LLM-Agent Post-ASR Correction Beyond WER https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-robust-dysarthric-speech-recognition-llm/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-robust-dysarthric-speech-recognition-llm/ 语音识别 | 9.0/10 Training Flow Matching Models with Reliable Labels via Self-Purification https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-training-flow-matching-models-with-reliable/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-training-flow-matching-models-with-reliable/ 语音合成 | 7.5/10 Transferable Audio Lottery Tickets: Gradient Accumulation for Extreme Sparsity https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-transferable-audio-lottery-tickets-gradient/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-transferable-audio-lottery-tickets-gradient/ 音频分类 | 7.0/10 Two-Stage Language Model Framework for Acoustic Echo Cancellation https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-two-stage-language-model-framework-for-acoustic/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-two-stage-language-model-framework-for-acoustic/ 语音增强 | 7.5/10 UMV: A Mixture-Of-Experts Vision Transformer with Multi-Spectrogram Fusion for Underwater Ship Noise Classification https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-umv-a-mixture-of-experts-vision-transformer-with/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-umv-a-mixture-of-experts-vision-transformer-with/ 音频分类 | 7.5/10 UNet-Based Fusion and Exponential Moving Average Adaptation for Noise-Robust Speaker Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unet-based-fusion-and-exponential-moving-average/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unet-based-fusion-and-exponential-moving-average/ 说话人验证 | 7.5/10 Unseen but Not Unknown: Using Dataset Concealment to Robustly Evaluate Speech Quality Estimation Models https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unseen-but-not-unknown-using-dataset-concealment/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unseen-but-not-unknown-using-dataset-concealment/ 语音质量评估 | 8.3/10 Voting-Based Pitch Estimation with Temporal and Frequential Alignment and Correlation Aware Selection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-voting-based-pitch-estimation-with-temporal-and/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-voting-based-pitch-estimation-with-temporal-and/ 语音识别 | 8.0/10 Wave-Trainer-Fit: Neural Vocoder With Trainable Prior And Fixed-Point Iteration Towards High-Quality Speech Generation From SSL Features https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-wave-trainer-fit-neural-vocoder-with-trainable/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-wave-trainer-fit-neural-vocoder-with-trainable/ 语音合成 | 7.0/10 When Silence Matters: The Impact of Irrelevant Audio on Text Reasoning in Large Audio-Language Models https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-silence-matters-the-impact-of-irrelevant/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-silence-matters-the-impact-of-irrelevant/ 模型评估 | 7.0/10 When Voice Matters: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-voice-matters-a-controlled-study-of-audio/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-when-voice-matters-a-controlled-study-of-audio/ 模型评估 | 7.0/10 RAS: a Reliability Oriented Metric for Automatic Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-ras-a-reliability-oriented-metric-for-automatic/ Tue, 28 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-ras-a-reliability-oriented-metric-for-automatic/ 语音识别 | 7.5/10 Robust Audio-Text Retrieval via Cross-Modal Attention and Hybrid Loss https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-robust-audio-text-retrieval-via-cross-modal/ Tue, 28 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-28-robust-audio-text-retrieval-via-cross-modal/ 音频检索 | 7.5/10 Advancing automatic speech recognition using feature fusion with self-supervised learning features: A case study on Fearless Steps Apollo corpus https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27-advancing-automatic-speech-recognition-using/ Mon, 27 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-27-advancing-automatic-speech-recognition-using/ 语音识别 | 7.0/10 "This Wasn't Made for Me": Recentering User Experience and Emotional Impact in the Evaluation of ASR Bias https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-this-wasnt-made-for-me-recentering-user/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-this-wasnt-made-for-me-recentering-user/ 语音识别 | 7.0/10 Do LLM Decoders Listen Fairly? Benchmarking How Language Model Priors Shape Bias in Speech Recognition https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-do-llm-decoders-listen-fairly-benchmarking-how/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-do-llm-decoders-listen-fairly-benchmarking-how/ 语音识别 | 7.5/10 Before the Mic: Physical-Layer Voiceprint Anonymization with Acoustic Metamaterials https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-before-the-mic-physical-layer-voiceprint/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-before-the-mic-physical-layer-voiceprint/ 这篇论文针对在公共场景（如会议、演讲）中，不可信录音设备可能导致声纹泄露且事后无法补救的问题，提出了EchoMask——首个基于声学超材料的物理层实时声纹匿名化系统。其核心方法是在声音到达麦克风前，通过精心设计的被动声学结构对特定低频段（300-700Hz）进行选择性干扰，该频段对说话人识别至关重要 Enhancing Speaker Verification with Whispered Speech via Post-Processing https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-enhancing-speaker-verification-with-whispered/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-enhancing-speaker-verification-with-whispered/ 1. **问题**：耳语语音因缺乏声带振动，其声学特征与正常语音差异显著，导致现有的说话人验证系统性能严重下降。这在用户为保护隐私而低语、或因疾病无法正常发声等实际场景中构成挑战。 2. **方法核心**：在预训练的说话人验证骨干网络（ReDimNet-B6）之上，添加一个轻量级的编码器-解码器结构 FastTurn: Unifying Acoustic and Streaming Semantic Cues for Low-Latency and Robust Turn Detection https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-fastturn-unifying-acoustic-and-streaming-semantic/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-fastturn-unifying-acoustic-and-streaming-semantic/ 这篇论文针对全双工语音对话系统中需要低延迟、高精度判断用户是否结束发言（轮次检测）的难题，提出了FastTurn统一框架。其核心方法是将流式CTC解码提供的快速部分语义信息，与Conformer编码器提取的声学特征，通过适配器输入给大语言模型（LLM）进行推理，并最终融合声学与语义特征进行轮次预测。 Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval 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 Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-still-between-us-evaluating-and-improving-voice/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-still-between-us-evaluating-and-improving-voice/ 本文旨在解决语音语言模型（SLMs）在真实场景中无法有效区分主要用户与第三方插入语音（Third-Party Interruption, TPI）的问题，这会导致上下文理解失败。为此，作者首先创建了 **TPI-Train**，一个包含8.8万个样本的训练数据集，其核心设计是“说话人感知的难负例”，