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 88 篇，第 1 / 2 页
- CVPR 2024A Category Agnostic Model for Visual Rearrangment
- CVPR 2024A Generative Approach for Wikipedia-Scale Visual Entity Recognition
- CVPR 2024A Study of Dropout-Induced Modality Bias on Robustness to Missing Video Frames for Audio-Visual Speech Recognition
- CVPR 2024Audio-Visual Segmentation via Unlabeled Frame Exploitation
- CVPR 2024AV-RIR: Audio-Visual Room Impulse Response Estimation
- CVPR 2024AV2AV: Direct Audio-Visual Speech to Audio-Visual Speech Translation with Unified Audio-Visual Speech Representation
- CVPR 2024AVFF: Audio-Visual Feature Fusion for Video Deepfake Detection
- CVPR 2024Benchmarking Audio Visual Segmentation for Long-Untrimmed Videos
- CVPR 2024Beyond Average: Individualized Visual Scanpath Prediction
- CVPR 2024Beyond Text: Frozen Large Language Models in Visual Signal Comprehension
- CVPR 2024CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor
- CVPR 2024CogAgent: A Visual Language Model for GUI Agents
- CVPR 2024Cooperation Does Matter: Exploring Multi-Order Bilateral Relations for Audio-Visual Segmentation
- CVPR 2024CrossMAE: Cross-Modality Masked Autoencoders for Region-Aware Audio-Visual Pre-Training
- CVPR 2024DiffSal: Joint Audio and Video Learning for Diffusion Saliency Prediction
- CVPR 2024Diffusion-EDFs: Bi-equivariant Denoising Generative Modeling on SE(3) for Visual Robotic Manipulation
- CVPR 2024DiffusionTrack: Point Set Diffusion Model for Visual Object Tracking
- CVPR 2024Dispel Darkness for Better Fusion: A Controllable Visual Enhancer based on Cross-modal Conditional Adversarial Learning
- CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
- CVPR 2024Dual-View Visual Contextualization for Web Navigation
- CVPR 2024EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning
- CVPR 2024Enhancing Visual Continual Learning with Language-Guided Supervision
- CVPR 2024ES3: Evolving Self-Supervised Learning of Robust Audio-Visual Speech Representations
- CVPR 2024EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling
- CVPR 2024Exploring the Transferability of Visual Prompting for Multimodal Large Language Models
- CVPR 2024Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs
- CVPR 2024Fair-VPT: Fair Visual Prompt Tuning for Image Classification
- CVPR 2024From Audio to Photoreal Embodiment: Synthesizing Humans in Conversations
- CVPR 2024G^3-LQ: Marrying Hyperbolic Alignment with Explicit Semantic-Geometric Modeling for 3D Visual Grounding
- CVPR 2024GaussianAvatar: Towards Realistic Human Avatar Modeling from a Single Video via Animatable 3D Gaussians
- CVPR 2024HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data
- CVPR 2024HIPTrack: Visual Tracking with Historical Prompts
- CVPR 2024How to Configure Good In-Context Sequence for Visual Question Answering
- CVPR 2024HRVDA: High-Resolution Visual Document Assistant
- CVPR 2024Improved Baselines with Visual Instruction Tuning
- CVPR 2024Improved Visual Grounding through Self-Consistent Explanations
- CVPR 2024Improving Visual Recognition with Hyperbolical Visual Hierarchy Mapping
- CVPR 2024Language-aware Visual Semantic Distillation for Video Question Answering
- CVPR 2024LEAP-VO: Long-term Effective Any Point Tracking for Visual Odometry
- CVPR 2024Learning Spatial Features from Audio-Visual Correspondence in Egocentric Videos
- CVPR 2024Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs
- CVPR 2024Learning to Produce Semi-dense Correspondences for Visual Localization
- CVPR 2024Learning Triangular Distribution in Visual World
- CVPR 2024Learning Visual Prompt for Gait Recognition
- CVPR 2024LION: Empowering Multimodal Large Language Model with Dual-Level Visual Knowledge
- CVPR 2024Map-Relative Pose Regression for Visual Re-Localization
- CVPR 2024MemoNav: Working Memory Model for Visual Navigation
- CVPR 2024Modular Blind Video Quality Assessment
- CVPR 2024Multi-Attribute Interactions Matter for 3D Visual Grounding
- CVPR 2024Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception
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。