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 327 篇，第 2 / 7 页

51. ICML 2026Does Reinforcement Fine-Tuning Improve Generalization of LLM Agents? An Empirical Study
52. ICML 2026Dual-View Predictive Diffusion: Lightweight Speech Enhancement via Spectrogram-Image Synergy
53. ICML 2026Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
54. ICML 2026Dynamics and Representation Structure of Local Approximations to Gradient-Based Learning in Linear Recurrent Neural Networks
55. ICML 2026Efficient Equivariant High-Order Crystal Tensor Prediction via Cartesian Local-Environment Many-Body Coupling
56. ICML 2026Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
57. ICML 2026EGG: An Expert-Guided Agent Framework for Kernel Generation
58. ICML 2026Evaluating and Rewarding LALMs for Expressive Role-Play TTS via Mean Continuation Log-Probability
59. ICML 2026EVOLVING ROLLOUTS: Harnessing Historical Experience for Web Agent Evolution in Reinforcement Learning
60. ICML 2026FactGuard: Agentic Video Misinformation Detection via Reinforcement Learning
61. ICML 2026FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights
62. ICML 2026FoeGlass: Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors
63. ICML 2026From Diagrams to Code: Multilingual Programming with Visual Design
64. ICML 2026From Shortcuts to Reasoning: Robust Post-Training of Theory of Mind with Reinforcement Learning
65. ICML 2026Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
66. ICML 2026GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
67. ICML 2026Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
68. ICML 2026GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
69. ICML 2026Hearing Without Noticing? Attention-Aware Stealthy Black-Box Adversarial Audio Attacks
70. ICML 2026HieraMAS: Optimizing Intra-Node LLM Mixtures and Inter-Node Topology for Multi-Agent Systems
71. ICML 2026How Far Can LLM Agents Reason with Tables? Benchmarking Multi-Turn Agentic Table Question Answering in the Wild
72. ICML 2026HyperPotter: Spell the Charm of High-Order Interactions in Audio Deepfake Detection
73. ICML 2026Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
74. ICML 2026Improving ML Attacks on LWE with Data Repetition and Stepwise Regression
75. ICML 2026Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
76. ICML 2026Improving Topic Modeling by Distilling Soft Labels from Language Models
77. ICML 2026IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning
78. ICML 2026Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
79. ICML 2026IVQ: Structured and Lightweight Vector Quantization via Binary Hierarchical Composition Inspired by $\textit{IChing}$
80. ICML 2026JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
81. ICML 2026KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
82. ICML 2026LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
83. ICML 2026LALM-as-a-Judge: Benchmarking Large Audio-Language Models for Safety Evaluation in Multi-Turn Spoken Dialogues
84. ICML 2026Large Language Model Agents Are Not Always Faithful Self-Evolvers
85. ICML 2026Learning Permutation-invariant Macroscopic Dynamics
86. ICML 2026Learning Tight Rejection Boundaries without Negatives for Strict One-Class Audio Deepfake Detection
87. ICML 2026Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
88. ICML 2026Listening Through the Noise: Cauchy-Driven Diffusion Bridges for Robust Gastrointestinal Auscultation and Clinical Benchmarking
89. ICML 2026MalTree: Tracing Malware Evolution using Embeddings at Scale
90. ICML 2026MECAT: A Multi-Experts Constructed Benchmark for Fine-Grained Audio Understanding Tasks
91. ICML 2026Mesh Based Simulations with Spatial and Temporal awareness
92. ICML 2026ML-Embed: Inclusive and Efficient Embeddings for a Multilingual World
93. ICML 2026MoshiRAG: Asynchronous Knowledge Retrieval for Full-Duplex Speech Language Models
94. ICML 2026MusicDET: Zero-Shot AI-Generated Music Detection
95. ICML 2026NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
96. ICML 2026NaviAgent: Graph‑Driven Bilevel Planning for Scalable Tool Orchestration
97. ICML 2026Neural Minimum Weight Perfect Matching for Quantum Error Codes
98. ICML 2026Neural-Inspired Modeling of Auditory Selection and Compensation for Audio-Visual Speech Separation
99. ICML 2026OMAC: A Holistic Optimization Framework for LLM-Based Multi-Agent Collaboration
100. ICML 2026OmniVideo-R1: Reinforcing Audio-visual Reasoning with Query Intention and Modality Attention

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。