视听生成论文趋势 2023–2026

主要结论

• 视听生成论文从 2023 年的 92 篇增长到 2026 年的 336 篇，三年间扩大到约 3.7 倍。
• CVPR 是发视听生成论文最多的会议，2023–2026 年共 383 篇，占四个会议总量的 49%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 6 篇增至 2026 年的 79 篇。
• 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的叙事生成是 15 倍，视听生成是 3.7 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 2026Binding Visual Features Point by Point
• ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
• ICLR 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer
• CVPR 2026Benchmarking Single-Factor Physical Video-to-Audio Generation
• NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
• ICML 2025Fundamental Limits of Visual Autoregressive Transformers: Universal Approximation Abilities
• ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
• CVPR 2025Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
• NeurIPS 2024Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming
• ICML 2024CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process
• ICLR 2024Can Transformers Capture Spatial Relations between Objects?
• CVPR 2024EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning
• NeurIPS 20234D Panoptic Scene Graph Generation
• ICML 2023A Unified Audio-Visual Learning Framework for Localization, Separation, and Recognition
• ICLR 2023Learning to reason over visual objects
• CVPR 2023Autoregressive Visual Tracking
• NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
• ICML 2026Deep Ensemble Clustering for Visual Representation Learning
• ICLR 2026AQuA: Toward Strategic Response Generation for Ambiguous Visual Questions
• CVPR 2026Co-Me Confidence Guided Token Merging for Visual Geometric Transformers

全部视听生成论文

共 39 篇，第 1 / 1 页

1. ICML 2026A Progressive Evidence Localization Framework Based on Wasserstein Gradient Flows for Document Visual Question Answering
2. ICML 2026Adaptive Visual Autoregressive Acceleration via Dual-Linkage Entropy Analysis
3. ICML 2026Agentic Model Predictive Questioning Control in Visual Design
4. ICML 2026AutoVSR: Automatic Visual-to-Symbolic Reasoning for Symbolic Expression Generation from Circuit Schematic
5. ICML 2026AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
6. ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
7. ICML 2026Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation
8. ICML 2026Beyond Unidirectional Bias: Reciprocal Perspective Calibration in Scene Graph Generation
9. ICML 2026Boost the Identity-Preserving Embedding for Consistent Visual Generation
10. ICML 2026Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
11. ICML 2026Deep Ensemble Clustering for Visual Representation Learning
12. ICML 2026Direct 3D-Aware Object Insertion via Decomposed Visual Proxies
13. ICML 2026Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis
14. ICML 2026Do Text Edits Generalize to Visual Generation? Benchmarking Cross-Modal Knowledge Editing in UMMs
15. ICML 2026DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generation
16. ICML 2026EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
17. ICML 2026End-to-End Autoregressive Image Generation with 1D Semantic Tokenizer
18. ICML 2026EntRAG: Entity-Centric Retrieval-Augmented Generation for Knowledge-based Visual Question Answering
19. ICML 2026Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy
20. ICML 2026From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
21. ICML 2026Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
22. ICML 2026HSGG: Training-Free Hierarchical Scene Graph Generation with Geometry-Guided Relation Reasoning
23. ICML 2026iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework
24. ICML 2026JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
25. ICML 2026LightAVSeg: Lightweight Audio-Visual Segmentation
26. ICML 2026ModernVBERT: Towards Smaller Visual Document Retrievers
27. ICML 2026MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
28. ICML 2026MUSE: Resolving Manifold Misalignment in Visual Tokenization via Topological Orthogonality
29. ICML 2026NAVIGATE: Evaluating Visual-Guided Search Decision-Making on the Open Web
30. ICML 2026Prism-MoE: Efficient Dense-to-MoE Conversion for Visual Autoregressive Generation
31. ICML 2026Probing Cross-modal Information Hubs in Audio-Visual LLMs
32. ICML 2026ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
33. ICML 2026Scaling Transformers for End-to-End Discrete Audio Tokenization
34. ICML 2026Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation
35. ICML 2026SpikeCLR: Self-Supervised Contrastive Learning for Visual Representations with Spiking Neural Networks
36. ICML 2026Synergistic Space-Vision Processing for Predicate Inference
37. ICML 2026VCG-Bench: Towards A Unified Visual-Centric Benchmark for Structured Generation and Editing
38. ICML 2026video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
39. ICML 2026Visual Implicit Autoregressive Modeling

常见问题

2023–2026 年四大会议一共有多少篇视听生成论文？

共 780 篇，按年份分别是 2023 年 92 篇、2024 年 131 篇、2025 年 221 篇、2026 年 336 篇。

NeurIPS 2026 有多少篇视听生成论文？

NeurIPS 2026 有 84 篇视听生成论文，上一届是 57 篇。

ICLR 2026 有多少篇视听生成论文？

ICLR 2026 有 64 篇视听生成论文，上一届是 32 篇。

ICML 2026 有多少篇视听生成论文？

ICML 2026 有 39 篇视听生成论文，上一届是 19 篇。

CVPR 2026 有多少篇视听生成论文？

CVPR 2026 有 149 篇视听生成论文，上一届是 113 篇。

哪个会议的视听生成论文最多？

CVPR，2023–2026 年共 383 篇。