应用 · speech and audio论文趋势 2023–2026

主要结论

• 应用 · speech and audio论文从 2023 年的 117 篇增长到 2026 年的 823 篇，三年间扩大到约 7.0 倍。
• ICLR 是发应用 · speech and audio论文最多的会议，2023–2026 年共 898 篇，占四个会议总量的 52%。
• 交叉方向里涨得最快的是应用 · computer vision：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 292 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 3；同组增长最快的应用 · health medicine是 61 倍，应用 · speech and audio是 7.0 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026(Strongly) Replicable Distribution Testers imply High Probability Distribution Testers
• ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
• ICLR 2026A Scene is Worth a Thousand Features: Feed-Forward Camera Localization from a Collection of Image Features
• CVPR 2026Globscope Toward a Global View of the Loss Landscape
• NeurIPS 2025AHa-Bench: Benchmarking Audio Hallucinations in Large Audio-Language Models
• ICML 2025A Variational Framework for Improving Naturalness in Generative Spoken Language Models
• ICLR 2025A Multiscale Frequency Domain Causal Framework for Enhanced Pathological Analysis
• CVPR 2025Blurred LiDAR for Sharper 3D: Robust Handheld 3D Scanning with Diffuse LiDAR and RGB
• NeurIPS 2024Acoustic Volume Rendering for Neural Impulse Response Fields
• ICML 2024$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
• ICLR 2024Dynamic Neural Response Tuning
• CVPR 2024DiVAS: Video and Audio Synchronization with Dynamic Frame Rates
• NeurIPS 2023[Re] Exploring the Role of Grammar and Word Choice in Bias Toward African American English (AAE) in Hate Speech Classification
• ICML 2023Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations
• ICLR 2023An efficient encoder-decoder architecture with top-down attention for speech separation
• CVPR 20233D Line Mapping Revisited
• NeurIPS 2026Approximate Matrix–Vectors Under a Bounded $\ell_1$ Assumption and Applications to Kernel Matrices
• ICML 2026AudioChat: Unified Audio Storytelling, Editing, and Understanding with Transfusion Forcing
• ICLR 2026A Stitch in Time Saves Nine: Proactive Self-Refinement for Language Models
• CVPR 2026Hierarchical Codec Diffusion for Video-to-Speech Generation

全部应用 · speech and audio论文

共 171 篇，第 1 / 4 页

1. ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
2. ICML 2026$\tau$-Voice: Benchmarking Full-Duplex Voice Agents on Real-World Domains
3. ICML 2026$\texttt{FlashSchNet}$: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics
4. ICML 2026A Cartesian-3j Framework for Machine Learning Interatomic Potentials
5. ICML 2026A Dirac-Frenkel-Onsager Principle: Instantaneous Residual Minimization with Gauge Momentum for Nonlinear Parametrizations of PDE Solutions
6. ICML 2026A recipe for scalable attention-based ML potentials: unlocking long-range accuracy with all-to-all node attention
7. ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
8. ICML 2026A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks
9. ICML 2026Abstraction Induces the Brain Alignment of Language and Speech Models
10. ICML 2026Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
11. ICML 2026Acoustic Interference: A New Paradigm Weaponizing Acoustic Latent Semantic for Universal Jailbreak against Large Audio Language Models
12. ICML 2026AdaMEM: Test-Time Adaptive Memory for Language Agents
13. ICML 2026ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools — From Consensus Learning to Ambiguity-Driven Emotion Reasoning
14. ICML 2026AG-REPA: Causal Layer Selection for Representation Alignment in Audio Flow Matching
15. ICML 2026AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Web
16. ICML 2026Alethia: a Foundational Encoder for Voice Deepfakes
17. ICML 2026Ariadne's Thread of LipSync: Unraveling Forgeries via Inconsistency between Lip Motions and Head Poses
18. ICML 2026Asking What Matters: Reward-Driven Clarification for Software Engineering Tasks
19. ICML 2026AudioChat: Unified Audio Storytelling, Editing, and Understanding with Transfusion Forcing
20. ICML 2026AudioMosaic: Contrastive Masked Audio Representation Learning
21. ICML 2026AuTAgent: A Reinforcement Learning Framework for Tool-Augmented Audio Reasoning
22. ICML 2026Autoregressive Boltzmann Generators
23. ICML 2026BAT: Better Audio Transformer Guided by Convex Gated Probing
24. ICML 2026BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
25. ICML 2026Beyond Confidence: Adaptive and Coherent Decoding for Diffusion Language Models
26. ICML 2026Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC
27. ICML 2026Beyond Perplexity: UTF-8 Validity in Byte-aware Language Models
28. ICML 2026Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning
29. ICML 2026BFCL Audio: An Audio Function Calling Evaluation for Large Language Models
30. ICML 2026Bioacoustic Geolocation: Species Sounds as Geographic Signals
31. ICML 2026Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
32. ICML 2026Breaking the Reference Bottleneck via Learning to Rewrite Conversational Queries without Gold Reference Passages
33. ICML 2026Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
34. ICML 2026Bullet Trains: Parallelizing Training of Temporally Precise Spiking Neural Networks
35. ICML 2026Certificates for Complex-Compatible Learned Cochain Laplacians
36. ICML 2026Cheap2Rich: A Multi-Fidelity Framework for Data Assimilation and System Identification of Multiscale Physics - Rotating Detonation Engines
37. ICML 2026Closing the Expression Gap in LLM Instructions via Socratic Questioning
38. ICML 2026CoCoEmo: Composable and Controllable Human-Like Emotional TTS via Activation Steering
39. ICML 2026CoCoReviewBench: A Completeness- and Correctness-Oriented Benchmark for AI Reviewers
40. ICML 2026Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
41. ICML 2026Conditional KRR: Injecting Unpenalized Features into Kernel Methods with Applications to Kernel Thresholding
42. ICML 2026ConsMSA: Semantic Distribution Consistency Learning for Multimodal Sentiment Analysis
43. ICML 2026Context-Driven Incremental Compression for Multi-Turn Dialogue Generation
44. ICML 2026Convex Low-resource Accent-Robust Language Detection in Speech Recognition
45. ICML 2026Credit Assignment via Neural Manifold Noise Correlation
46. ICML 2026CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning in Role-playing Agents
47. ICML 2026DiscoverLLM: From Executing Intents to Discovering Them
48. ICML 2026DISSOLVR: An Interpretable and Fast Framework for Aqueous and Organic Solubility Prediction
49. ICML 2026Do Audio LLMs Listen or Read? Analyzing and Mitigating Paralinguistic Failures with VoxParadox
50. ICML 2026Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review

常见问题

2023–2026 年四大会议一共有多少篇应用 · speech and audio论文？

共 1,722 篇，按年份分别是 2023 年 117 篇、2024 年 277 篇、2025 年 505 篇、2026 年 823 篇。

NeurIPS 2026 有多少篇应用 · speech and audio论文？

NeurIPS 2026 有 153 篇应用 · speech and audio论文，上一届是 98 篇。

ICLR 2026 有多少篇应用 · speech and audio论文？

ICLR 2026 有 451 篇应用 · speech and audio论文，上一届是 292 篇。

ICML 2026 有多少篇应用 · speech and audio论文？

ICML 2026 有 171 篇应用 · speech and audio论文，上一届是 72 篇。

CVPR 2026 有多少篇应用 · speech and audio论文？

CVPR 2026 有 48 篇应用 · speech and audio论文，上一届是 43 篇。

哪个会议的应用 · speech and audio论文最多？

ICLR，2023–2026 年共 898 篇。