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 335 篇，第 2 / 7 页

51. NeurIPS 2026ForecastCompass: Guiding Agentic Forecasting with Adaptive Factor Memory
52. NeurIPS 2026Free Draft-and-Verification: Toward Lossless Parallel Decoding for Diffusion Large Language Models
53. NeurIPS 2026From Failure Taxonomy to Intervention: A Diagnostic Methodology for Industry-Scale AVLM in Video and Live-Streaming Platform Moderation
54. NeurIPS 2026From Senses to Decisions: The Information Flow of Auditory and Visual Perception in Multimodal LLMs
55. NeurIPS 2026Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages
56. NeurIPS 2026Full-Duplex Speech-Motion Model for Dyadic Interaction
57. NeurIPS 2026Geometric Alignment without Functional Equivalence: A Layer-wise Analysis of the Speech-Text Modality Gap
58. NeurIPS 2026GOLD PANNING: Strategic Context Shuffling for Needle-in-Haystack Reasoning
59. NeurIPS 2026Growing a Neural Network in Breadth, Depth, and Time
60. NeurIPS 2026HAPS: Hierarchical LLM Routing with Joint Architecture and Parameter Search
61. NeurIPS 2026Hear, Localize, and Reason: Spatially Aware Scene Understanding for Audio-visual LLMs
62. NeurIPS 2026IRIS: Interpolative Rényi Iterative Self-play for Large Language Model Fine-Tuning
63. NeurIPS 2026Knowing What is Missing: Efficient Conversational Memory via Explicit Evidence-Gap Tracking
64. NeurIPS 2026L-Flow: Longitudinal Flow Matching for Progression-Aware Speech Biomarker Modeling
65. NeurIPS 2026Latent Abstraction for Retrieval-Augmented Generation
66. NeurIPS 2026Learning to Commit: Next-Commit Prediction via Online Supervised Contrastive Reflection
67. NeurIPS 2026Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling
68. NeurIPS 2026Learning What's Real: Disentangling Signals and Measurement Artifacts in Multi-Sensor Data, with Applications to Astrophysics
69. NeurIPS 2026LibriBrain100: One Hundred Hours of Broad and Deep MEG Data for Neural Speech Decoding at Scale
70. NeurIPS 2026Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators
71. NeurIPS 2026Locality Sensitive Hashing for p-Exponential Kernels with Applications to Density Estimation
72. NeurIPS 2026LogSTOP: Temporal Scores over Prediction Sequences for Matching and Retrieval
73. NeurIPS 2026Long-Horizon Agency Belongs in the Harness, Not the Context Window Only
74. NeurIPS 2026Long-Rollout Stability in AI Weather Models: A Quantitative Benchmark and Analysis
75. NeurIPS 2026LSC-Parlament: An Automatically Aligned Catalan Sign Language Dataset from Parliament Videos.
76. NeurIPS 2026MAEB: Massive Audio Embedding Benchmark
77. NeurIPS 2026MATO: Multi-objective Personalized Alignment with Test-time Optimization for Large Language Models
78. NeurIPS 2026MemArena: An Ego-Centric Benchmark for On-Device Agentic Personal Memory Assistants at Scale
79. NeurIPS 2026Membrane Sensitivity and Deployment Fragility of Learnable Time Constants in Spiking Neural Networks
80. NeurIPS 2026MemCoRe: Recovering Evidence from Progressively Compressed Factual Knowledge for Agent Memory
81. NeurIPS 2026MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
82. NeurIPS 2026MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning
83. NeurIPS 2026Mind the Gap: Dataset and Fine-grained Evaluation for Inline Audio Descriptions
84. NeurIPS 2026Minimally Invasive Steering of Language Models
85. NeurIPS 2026Minimizing Modality Gap from the Input Side: Your Speech LLM Can Be a Prosody-Aware Text LLM
86. NeurIPS 2026Model-Aware Tokenizer Transfer
87. NeurIPS 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation
88. NeurIPS 2026Mutable Transcripts: Mitigating Context Pollution through Editable Conversation State
89. NeurIPS 2026NPUsper: Eliminating Redundant Computation for Real-Time Whisper on Mobile NPUs
90. NeurIPS 2026OmniSE: Support-Faithful Optimization for Evidence-Centric Audio-Video Reasoning
91. NeurIPS 2026Online Bayesian Calibration under Gradual and Abrupt System Changes
92. NeurIPS 2026Operads for compositional reasoning in LLMs
93. NeurIPS 2026Overcoming State Inertia in Full-Duplex Spoken Language Models via Activation Steering
94. NeurIPS 2026PCEval: A Benchmark for Evaluating Physical Computing Capabilities of Large Language Models
95. NeurIPS 2026PitchBench: Measuring Pitch Hearing in Audio-Language Models
96. NeurIPS 2026POISE: Instance-Specific Prompt Tuning under Latent Mixture Target Distributions
97. NeurIPS 2026Predictively-Oriented Kalman Filtering
98. NeurIPS 2026Probabilistic Data-Driven Modelling of Astrophysical Transients: The Neural Process Family for Ultrafast and Class-Agnostic Light Curve Reconstruction
99. NeurIPS 2026Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents
100. NeurIPS 2026Progressive Layer-wise Supervision: Deep-to-Shallow Supervision Annealing for Efficient and Robust Speech Deepfake Detection

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。