论文解读
失配时只听一条语音：用干净先验把增强输出推向高密度区
针对训练与测试噪声失配导致的增强残留噪声，该文用冻结的自回归干净先验对单条测试语音做 KL 散度自适应，在 DNS 等四组数据上主要提升背景抑制，但需早停且初始已干净时收益很小。
测试时自适应
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EM-KalmanNet: Learned Expectation-Maximization for Adaptive Tracking in Partially Known, Block-Wise Time-Varying State-Space Models
声源定位 | 8.8/10
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Mitigating Over-Suppression in Speech Enhancement via Inference-Time Rethink-and-Refine Correction Module
语音增强 | 6.2/10
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SCoPE: Training-Free Audio-Visual Event Perception via Sparse Cross-Modal Prior Exchange
音视频理解 | 7.1/10
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Music Restoration via Latent Operator Optimization and Diffusion Model Priors
音频修复 | 7.0/10
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Beyond Prompt Adherence: Auditing Attribute-Level Voice Control in Speech Generation
语音合成 | 7.8/10
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Experience-Calibrated Contrastive Decoding for Mitigating Hallucinations in LM-Based Text-to-Speech
语音合成 | 7.2/10
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UOT-IR: Structured Routing of High-Polyphony Symbolic Music into Fixed-Budget Representations
音乐理解 | 5.5/10
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Few-Shot Open-Set Audio Classification via Transductive Prototype Refinement and Class Logit Enhancement
音频分类 | 6.8/10
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Voice Memory for Agentic Speech Recognition
语音识别 | 8.2/10
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Probing Speaker Identity Sensitivity in Audio Deepfake Detectors
语音伪造检测 | 6.5/10
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Where Speech Enhancement Hurts Recognition: An Inference Time Polar Projection Diagnosis
语音识别 | 6.7/10
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Training-Free Model Selection and Domain-Aware Score Calibration for First-Shot Anomalous Sound Detection
音频事件检测 | 7.3/10
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video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
音视频问答 | 7.3/10
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Adaptive Perturbation Selection for Contrastive Audio Decoding
音频理解 | 5.3/10
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Transductive Zero-Shot Audio Classification with Audio-Language Models
音频分类 | 6.4/10
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Test-Time Self-Adaptive Conditioning for Stable Audio-Driven Talking-Head Generation
语音合成 | 7.7/10