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 281 篇，第 3 / 6 页
- CVPR 2026Seeing Through Touch Tactile-Driven Visual Localization of Material Regions
- CVPR 2026Semantic Audio-Visual Navigation in Continuous Environments
- CVPR 2026Semantic Noise Reduction via Teacher-Guided Dual-Path Audio-Visual Representation Learning
- CVPR 2026Simple but Effective Triplet-Based Compression Strategies for Compact Visual Localization
- CVPR 2026Small Object Great Challenge A Benchmark for Small Object Visual
- CVPR 2026SonoWorld From One Image to a 3D Audio-Visual Scene
- CVPR 2026SOUPLE Enhancing Audio-Visual Localization and Segmentation with Learnable Prompt Contexts
- CVPR 2026SparVAR Exploring Sparsity in Visual AutoRegressive Modeling for Training-Free Acceleration
- CVPR 2026SpikeTrack A Spike-driven Framework for Efficient Visual Tracking
- CVPR 2026Stitch-a-Demo Creating Video Demonstrations from Multistep Descriptions
- CVPR 2026StreamVLO Streaming Visual-LiDAR Odometry with Cumulative Drift Compensation
- CVPR 2026SVHalluc Benchmarking Speech-Vision Hallucination in Audio-Visual Large Language Models
- CVPR 2026SynMotion Semantic-Visual Adaptation for Motion Customized Video Generation
- CVPR 2026Talking Together Synthesizing Co-Located 3D Conversations from Audio
- CVPR 2026The Coherence Trap When MLLM-Crafted Narratives Exploit Manipulated Visual Contexts
- CVPR 2026Thinking in 360deg Humanoid Visual Search in the Wild
- CVPR 2026Towards Visual Query Localization in the 3D World
- CVPR 2026TRANSPORTER Transferring Visual Semantics from VLM Manifolds
- CVPR 2026Trust-calibrated Collaborative Learning for Long-Tailed Visual Recognition
- CVPR 2026TUNA Taming Unified Visual Representations for Native Unified Multimodal Models
- CVPR 2026ULF-Loc Unbiased Landmark Feature for Robust Visual Localization with 3D
- CVPR 2026UniPercept A Unified Diffusion Model for Generalizable Visual Perception
- CVPR 2026UniSpector Towards Universal Open-set Defect Recognition via Spectral-Contrastive Visual Prompting
- CVPR 2026Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language
- CVPR 2026Unlocking the Power of Critical Factors for 3D Visual Geometry
- CVPR 2026VABench A Comprehensive Benchmark for Audio-Video Generation
- CVPR 2026VES-RFT Rewarding Visual Evidence Sensitivity to Mitigate Hallucinations in Large
- CVPR 2026VGA Empowering Aerial-Ground Localization by Visual Geometry Alignment
- CVPR 2026ViKey Enhancing Temporal Understanding in Videos via Visual Prompting
- CVPR 2026VIMCAN Visual-Inertial 3D Human Pose Estimation with Hybrid Mamba-Cross-Attention Network
- CVPR 2026ViRC Enhancing Visual Interleaved Mathematical CoT with Reason Chunking
- CVPR 2026VisRes Bench On Evaluating the Visual Reasoning Capabilities of VLMs
- CVPR 2026Visual Diffusion Models are Geometric Solvers
- CVPR 2026Visual Personalization Turing Test
- CVPR 2026Visual-RRT Finding Paths toward Visual-Goals via Differentiable Rendering
- CVPR 2026VITAL Vision-Encoder-centered Pre-training for LMMs in Visual Quality Assessment
- CVPR 2026VQ-VA World Towards High-Quality Visual Question-Visual Answering
- CVPR 2026VRR-QA Visual Relational Reasoning in Videos Beyond Explicit Cues
- CVPR 2026When Numbers Speak Aligning Textual Numerals and Visual Instances in
- CVPR 2026When Token Pruning is Worse than Random Understanding Visual Token
- CVPR 2026X-AVDT Audio-Visual Cross-Attention for Robust Deepfake Detection
- ICLR 2026$\pi^3$: Permutation-Equivariant Visual Geometry Learning
- ICLR 2026A Cognitive Process-Inspired Architecture for Subject-Agnostic Brain Visual Decoding
- ICLR 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer
- ICLR 2026AlignSep: Temporally-Aligned Video-Queried Sound Separation with Flow Matching
- ICLR 2026AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration
- ICLR 2026Continuous Audio Language Models
- ICLR 2026Depth Anything 3: Recovering the Visual Space from Any Views
- ICLR 2026Divid: Disentangled Spatial-Temporal Modeling within LLMs for Temporally Grounded Video Understanding
- ICLR 2026Efficient Audio-Visual Speech Separation with Discrete Lip Semantics and Multi-Scale Global-Local Attention
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。