视听学习论文趋势 2023–2026

主要结论

• 视听学习论文从 2023 年的 158 篇增长到 2026 年的 282 篇，三年间扩大到约 1.8 倍。
• CVPR 是发视听学习论文最多的会议，2023–2026 年共 402 篇，占四个会议总量的 51%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 19 篇。
• 在「语音与音频」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的音频生成是 4.3 倍，视听学习是 1.8 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 2026A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts
• ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
• ICLR 2026AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration
• CVPR 2026AVFakeBench A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs
• NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
• ICML 2025Token Coordinated Prompt Attention is Needed for Visual Prompting
• ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
• CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
• NeurIPS 2024Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex.
• ICML 2024EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
• ICLR 2024Can Transformers Capture Spatial Relations between Objects?
• CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
• NeurIPS 2023Are Vision Transformers More Data Hungry Than Newborn Visual Systems?
• ICML 2023A Unified Audio-Visual Learning Framework for Localization, Separation, and Recognition
• ICLR 2023A Control-Centric Benchmark for Video Prediction
• CVPR 2023An Empirical Study of End-to-End Video-Language Transformers With Masked Visual Modeling
• NeurIPS 2026AdaCodec: A Predictive Visual Code for Video MLLMs
• ICML 2026EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
• ICLR 2026Depth Anything 3: Recovering the Visual Space from Any Views
• CVPR 2026Co-Me Confidence Guided Token Merging for Visual Geometric Transformers

全部视听学习论文

共 39 篇，第 1 / 1 页

1. ICLR 2026$\pi^3$: Permutation-Equivariant Visual Geometry Learning
2. ICLR 2026A Cognitive Process-Inspired Architecture for Subject-Agnostic Brain Visual Decoding
3. ICLR 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer
4. ICLR 2026AlignSep: Temporally-Aligned Video-Queried Sound Separation with Flow Matching
5. ICLR 2026AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration
6. ICLR 2026Continuous Audio Language Models
7. ICLR 2026Depth Anything 3: Recovering the Visual Space from Any Views
8. ICLR 2026Divid: Disentangled Spatial-Temporal Modeling within LLMs for Temporally Grounded Video Understanding
9. ICLR 2026Efficient Audio-Visual Speech Separation with Discrete Lip Semantics and Multi-Scale Global-Local Attention
10. ICLR 2026Enabling True Global Perception in State Space Models for Visual Tasks
11. ICLR 2026Entropy-Monitored Kernelized Token Distillation for Audio-Visual Compression
12. ICLR 2026FARTrack: Fast Autoregressive Visual Tracking with High Performance
13. ICLR 2026FastVGGT: Fast Visual Geometry Transformer
14. ICLR 2026FlashVID: Efficient Video Large Language Models via Training-free Tree-based Spatiotemporal Token Merging
15. ICLR 2026FLoC: Facility Location-Based Efficient Visual Token Compression for Long Video Understanding
16. ICLR 2026From Text to Talk: Audio-Language Model Needs Non-Autoregressive Joint Training
17. ICLR 2026HierLoc: Hyperbolic Entity Embeddings for Hierarchical Visual Geolocation
18. ICLR 2026JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronization
19. ICLR 2026JointAVBench: A Benchmark for Joint Audio-Visual Reasoning Evaluation
20. ICLR 2026MetaCaptioner: Towards Generalist Visual Captioning with Open-source Suites
21. ICLR 2026Model-Guided Microstimulation Steers Primate Visual Behavior
22. ICLR 2026OmniCVR: A Benchmark for Omni-Composed Video Retrieval with Vision, Audio, and Text
23. ICLR 2026OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs
24. ICLR 2026Procedural Mistake Detection via Action Effect Modeling
25. ICLR 2026Query-Guided Spatial–Temporal–Frequency Interaction for Music Audio–Visual Question Answering
26. ICLR 2026RAR: Reversing Visual Attention Re-Sinking for Unlocking Potential in Multimodal Large Language Models
27. ICLR 2026reAR: Rethinking Visual Autoregressive Models via Token-wise Consistency Regularization
28. ICLR 2026Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI
29. ICLR 2026Self-Improving Loops for Visual Robotic Planning
30. ICLR 2026SoftCFG: Uncertainty-guided Stable Guidance for Visual Autoregressive Model
31. ICLR 2026SpeakerVid-5M: A Large-Scale High-Quality Dataset for Audio-Visual Dyadic Interactive Human Generation
32. ICLR 2026The Unseen Bias: How Norm Discrepancy in Pre-Norm MLLMs Leads to Visual Information Loss
33. ICLR 2026Unified 3D Scene Understanding Through Physical World Modeling
34. ICLR 2026VideoAnchor: Reinforcing Subspace-Structured Visual Cues for Coherent Visual-Spatial Reasoning
35. ICLR 2026Visual Autoregressive Modeling for Instruction-Guided Image Editing
36. ICLR 2026Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow
37. ICLR 2026Visual Planning: Let's Think Only with Images
38. ICLR 2026Visual Prompt-Agnostic Evolution
39. ICLR 2026WAVE: Learning Unified & Versatile Audio-Visual Embeddings with Multimodal LLM

常见问题

2023–2026 年四大会议一共有多少篇视听学习论文？

共 790 篇，按年份分别是 2023 年 158 篇、2024 年 160 篇、2025 年 190 篇、2026 年 282 篇。

NeurIPS 2026 有多少篇视听学习论文？

NeurIPS 2026 有 69 篇视听学习论文，上一届是 56 篇。

ICLR 2026 有多少篇视听学习论文？

ICLR 2026 有 39 篇视听学习论文，上一届是 30 篇。

ICML 2026 有多少篇视听学习论文？

ICML 2026 有 32 篇视听学习论文，上一届是 10 篇。

CVPR 2026 有多少篇视听学习论文？

CVPR 2026 有 142 篇视听学习论文，上一届是 94 篇。

哪个会议的视听学习论文最多？

CVPR，2023–2026 年共 402 篇。