视听学习论文趋势 2023–2026
音视频联合建模
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 790 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 48 | 20 | 12 | 78 | 158 |
| 2024 | 33 | 19 | 20 | 88 | 160 |
| 2025 | 56 | 30 | 10 | 94 | 190 |
| 2026 | 69 | 39 | 32 | 142 | 282 |
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 78 篇，第 2 / 2 页
- CVPR 2023Prompting Large Language Models With Answer Heuristics for Knowledge-Based Visual Question Answering
- CVPR 2023PVO: Panoptic Visual Odometry
- CVPR 2023QuantArt: Quantizing Image Style Transfer Towards High Visual Fidelity
- CVPR 2023Renderable Neural Radiance Map for Visual Navigation
- CVPR 2023RILS: Masked Visual Reconstruction in Language Semantic Space
- CVPR 2023RMLVQA: A Margin Loss Approach for Visual Question Answering With Language Biases
- CVPR 2023Self-Supervised Video Forensics by Audio-Visual Anomaly Detection
- CVPR 2023SeqTrack: Sequence to Sequence Learning for Visual Object Tracking
- CVPR 2023Sound to Visual Scene Generation by Audio-to-Visual Latent Alignment
- CVPR 2023StructVPR: Distill Structural Knowledge With Weighting Samples for Visual Place Recognition
- CVPR 2023SynthVSR: Scaling Up Visual Speech Recognition With Synthetic Supervision
- CVPR 2023Text-Visual Prompting for Efficient 2D Temporal Video Grounding
- CVPR 2023Token Boosting for Robust Self-Supervised Visual Transformer Pre-Training
- CVPR 2023Top-Down Visual Attention From Analysis by Synthesis
- CVPR 2023Towards Effective Visual Representations for Partial-Label Learning
- CVPR 2023Towards Generalisable Video Moment Retrieval: Visual-Dynamic Injection to Image-Text Pre-Training
- CVPR 2023Vid2Seq: Large-Scale Pretraining of a Visual Language Model for Dense Video Captioning
- CVPR 2023VideoTrack: Learning To Track Objects via Video Transformer
- CVPR 2023ViLEM: Visual-Language Error Modeling for Image-Text Retrieval
- CVPR 2023Vision Transformers Are Parameter-Efficient Audio-Visual Learners
- CVPR 2023Visual Dependency Transformers: Dependency Tree Emerges From Reversed Attention
- CVPR 2023Visual Localization Using Imperfect 3D Models From the Internet
- CVPR 2023Visual Prompt Multi-Modal Tracking
- CVPR 2023Visual Recognition by Request
- CVPR 2023Visual-Language Prompt Tuning With Knowledge-Guided Context Optimization
- CVPR 2023VQACL: A Novel Visual Question Answering Continual Learning Setting
- CVPR 2023Watch or Listen: Robust Audio-Visual Speech Recognition With Visual Corruption Modeling and Reliability Scoring
- CVPR 2023Where Is My Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查视听学习在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "audio-visual-learning"}
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。