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 30 篇，第 1 / 1 页
- ICLR 2025Aligned Better, Listen Better for Audio-Visual Large Language Models
- ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
- ICLR 2025Beyond single neurons: population response geometry in digital twins of mouse visual cortex
- ICLR 2025ClawMachine: Learning to Fetch Visual Tokens for Referential Comprehension
- ICLR 2025Denoising with a Joint-Embedding Predictive Architecture
- ICLR 2025Endowing Visual Reprogramming with Adversarial Robustness
- ICLR 2025Exploring the Design Space of Visual Context Representation in Video MLLMs
- ICLR 2025From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities
- ICLR 2025KiVA: Kid-inspired Visual Analogies for Testing Large Multimodal Models
- ICLR 2025LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding
- ICLR 2025LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior
- ICLR 2025Learning Video-Conditioned Policy on Unlabelled Data with Joint Embedding Predictive Transformer
- ICLR 2025Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions
- ICLR 2025LongVILA: Scaling Long-Context Visual Language Models for Long Videos
- ICLR 2025MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs
- ICLR 2025MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation
- ICLR 2025Multi-Task Corrupted Prediction for Learning Robust Audio-Visual Speech Representation
- ICLR 2025OMG: Opacity Matters in Material Modeling with Gaussian Splatting
- ICLR 2025PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training
- ICLR 2025Reconstructive Visual Instruction Tuning
- ICLR 2025Representational Similarity via Interpretable Visual Concepts
- ICLR 2025Rethinking Audio-Visual Adversarial Vulnerability from Temporal and Modality Perspectives
- ICLR 2025Stem-OB: Generalizable Visual Imitation Learning with Stem-Like Convergent Observation through Diffusion Inversion
- ICLR 2025TopoGaussian: Inferring Internal Topology Structures from Visual Clues
- ICLR 2025Toward Generalizing Visual Brain Decoding to Unseen Subjects
- ICLR 2025TRACE: Temporal Grounding Video LLM via Causal Event Modeling
- ICLR 2025Understanding Long Videos with Multimodal Language Models
- ICLR 2025Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
- ICLR 2025ViSAGe: Video-to-Spatial Audio Generation
- ICLR 2025WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling
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。