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 94 篇，第 1 / 2 页
- CVPR 20255%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks
- CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
- CVPR 2025Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds
- CVPR 2025Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers
- CVPR 2025Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
- CVPR 2025Audio-Visual Instance Segmentation
- CVPR 2025Audio-Visual Semantic Graph Network for Audio-Visual Event Localization
- CVPR 2025Autoregressive Sequential Pretraining for Visual Tracking
- CVPR 2025AVF-MAE++: Scaling Affective Video Facial Masked Autoencoders via Efficient Audio-Visual Self-Supervised Learning
- CVPR 2025AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning
- CVPR 2025CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction
- CVPR 2025CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video
- CVPR 2025CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment
- CVPR 2025Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning
- CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
- CVPR 2025Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
- CVPR 2025Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
- CVPR 2025DefMamba: Deformable Visual State Space Model
- CVPR 2025Discovering Fine-Grained Visual-Concept Relations by Disentangled Optimal Transport Concept Bottleneck Models
- CVPR 2025Discovering Hidden Visual Concepts Beyond Linguistic Input in Infant Learning
- CVPR 2025DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models
- CVPR 2025Doppelgangers++: Improved Visual Disambiguation with Geometric 3D Features
- CVPR 2025DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking
- CVPR 2025DV-Matcher: Deformation-based Non-rigid Point Cloud Matching Guided by Pre-trained Visual Features
- CVPR 2025Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics
- CVPR 2025Dynamic Updates for Language Adaptation in Visual-Language Tracking
- CVPR 2025EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights
- CVPR 2025Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning
- CVPR 2025Enhanced Visual-Semantic Interaction with Tailored Prompts for Pedestrian Attribute Recognition
- CVPR 2025Exploring Historical Information for RGBE Visual Tracking with Mamba
- CVPR 2025Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning
- CVPR 2025Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation
- CVPR 2025FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression
- CVPR 2025Foley-Flow: Coordinated Video-to-Audio Generation with Masked Audio-Visual Alignment and Dynamic Conditional Flows
- CVPR 2025GPVK-VL: Geometry-Preserving Virtual Keyframes for Visual Localization under Large Viewpoint Changes
- CVPR 2025GroupMamba: Efficient Group-Based Visual State Space Model
- CVPR 2025HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver
- CVPR 2025JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba
- CVPR 2025Language-Guided Audio-Visual Learning for Long-Term Sports Assessment
- CVPR 2025Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval
- CVPR 2025Learning to Highlight Audio by Watching Movies
- CVPR 2025Learning Visual Composition through Improved Semantic Guidance
- CVPR 2025Learning Visual Generative Priors without Text
- CVPR 2025Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference
- CVPR 2025Mamba-Adaptor: State Space Model Adaptor for Visual Recognition
- CVPR 2025MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures
- CVPR 2025Mitigating the Human-Robot Domain Discrepancy in Visual Pre-training for Robotic Manipulation
- CVPR 2025MITracker: Multi-View Integration for Visual Object Tracking
- CVPR 2025MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
- CVPR 2025MobileMamba: Lightweight Multi-Receptive Visual Mamba Network
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。