视听学习论文趋势 2023–2026

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。

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 69 篇，第 1 / 2 页

1. NeurIPS 2026A Quantitative Visual Taxonomy of Worldwide Writing Systems
2. NeurIPS 2026A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts
3. NeurIPS 2026AdaCodec: A Predictive Visual Code for Video MLLMs
4. NeurIPS 2026Asymmetric Hierarchical Anchoring for Robust Audio–Visual Cross-Modal Generalization
5. NeurIPS 2026AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression
6. NeurIPS 2026Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency
7. NeurIPS 2026Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings
8. NeurIPS 2026Binding Visual Features Point by Point
9. NeurIPS 2026CCDiff: Inverse Canonical Correlation Analysis for Discovering Visual Differences in Natural Language
10. NeurIPS 2026Do Diffusion Models Learn to Generalize Basic Visual Skills?
11. NeurIPS 2026Do Joint Audio-Video Generation Models Understand Physics?
12. NeurIPS 2026Do Pathology Foundation Models Encode Disease Progression? A Pseudotime Analysis of Visual Representations
13. NeurIPS 2026Foveal-Mamba: Inside-Out Ring Scanning with Recurrent Offset Prediction for Visual State Space Models
14. NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
15. NeurIPS 2026GATE-AD: Graph Attention Network Encoding for Few-Shot Industrial Visual Anomaly Detection
16. NeurIPS 2026Good Token Hunting: A Hitchhiker's Guide to Token Selection for Visual Geometry Transformers
17. NeurIPS 2026HeatKV: Head-tuned KV-cache Compression for Visual Autoregressive Modeling
18. NeurIPS 2026Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation
19. NeurIPS 2026IDEA: Unwrapping Visual Black-box Models by Interaction Decomposition
20. NeurIPS 2026Internalize External Competence for Visual Instruction Editing
21. NeurIPS 2026Language-Conditioned World Modeling for Visual Navigation
22. NeurIPS 2026LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
23. NeurIPS 2026Learning a Maximum Entropy Model for Visual Textures using Diffusion
24. NeurIPS 2026Learning a Task-Adaptive Low-Dimensional Semantic Space for Improved Visual Classification
25. NeurIPS 2026Learning Task-Centric World Models from Visual Foundations
26. NeurIPS 2026Learning to See Through Language: An Exploration of Language Modeling's Effect on Visual Representations
27. NeurIPS 2026Learning Visual Feature-Based World Models via Residual Latent Action
28. NeurIPS 2026Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling
29. NeurIPS 2026Learning When Visual Context Matters for Mouse Behavior Analysis
30. NeurIPS 2026LiteNav: Lightweight Map-free Outdoor Visual Navigation
31. NeurIPS 2026Localizing Concepts in Visual Autoregressive Models
32. NeurIPS 2026MAEB: Massive Audio Embedding Benchmark
33. NeurIPS 2026Masked Visual Actions for Unified World Modeling
34. NeurIPS 2026Native Audio-Visual Alignment for Generation
35. NeurIPS 2026Not Another Text Benchmark: Putting the “Visual" Back in Visual Question Answering for Large Video Models
36. NeurIPS 2026OmniSE: Support-Faithful Optimization for Evidence-Centric Audio-Video Reasoning
37. NeurIPS 2026Overcoming Catastrophic Forgetting in Visual Continual Learning with Reinforcement Fine-Tuning
38. NeurIPS 2026PanoWorld: Geometry-Consistent Panoramic Video World Modeling
39. NeurIPS 2026Perceive, Interact, Reason: Building Tool-Augmented Visual Agents for Spatial Reasoning
40. NeurIPS 2026PixFoundation 2.0: Do Video Multi-Modal LLMs Use Motion in Visual Grounding?
41. NeurIPS 2026Prototypes of the Mind: A Unified Framework for Probing the Visual Brain
42. NeurIPS 2026RAIL: Rethinking Auditory Intelligence in Large Audio-Language Models with a CHC-Grounded Benchmark
43. NeurIPS 2026RAO-Nav: Probing Omni-Language Models for Zero-shot Semantic Audio-Visual Navigation
44. NeurIPS 2026Referring and Reasoning Camouflaged Object Segmentation in Audio-Visual Scenes
45. NeurIPS 2026RegimeVGGT: Layer-Wise Spatially Preserving Redundancy Removal for Visual Geometry Grounded Transformer
46. NeurIPS 2026Shaping Useful Noise: Energy Distributions Predict Visual Pretraining Quality
47. NeurIPS 2026Shift-Aware Identity-Guided Latent Refinement for Referring Audio–Visual Segmentation
48. NeurIPS 2026Sparse Planning in Visual World Models via Cost Gradients
49. NeurIPS 2026Structure Over Scale: Learning Visual Reasoning from Pedagogical Video
50. NeurIPS 2026Structure-Semantic Co-optimized Latent Diffusion Model for Fast Visual Anagram Synthesis

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。