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 84 篇，第 1 / 2 页

1. NeurIPS 2026A Quantitative Visual Taxonomy of Worldwide Writing Systems
2. NeurIPS 2026ANCHOR: Audio-Visually Grounded Chain-of-Thought Reasoning Benchmark
3. NeurIPS 2026Animation2Code: Evaluating Temporal Visual Reasoning in Video-to-Code Generation
4. NeurIPS 2026Asymmetric Hierarchical Anchoring for Robust Audio–Visual Cross-Modal Generalization
5. NeurIPS 2026ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both
6. NeurIPS 2026Attention Heads are Complementary Visual Units: Mitigating Hallucinations in LVLMs via Adaptive Visual Cues Focusing
7. NeurIPS 2026AudioCALM: Continuous Autoregressive Language Modeling for Universal Audio Generation
8. NeurIPS 2026Baton: Explicit Semantic Blueprints for Joint Video-Audio Generation
9. NeurIPS 2026Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG
10. NeurIPS 2026Binding Visual Features Point by Point
11. NeurIPS 2026COLLAR: Cascaded Object-Level Latent Refinement for High-Fidelity Conditional Generation
12. NeurIPS 2026Contextual Flow Matching for High-quality Visual Content Generation
13. NeurIPS 2026Contextual Flow Matching: Adaptive Step Selection in Flow Models for Efficient Visual Generation
14. NeurIPS 2026Continuous Audio Thinking for Large Audio Language Models
15. NeurIPS 2026Do Diffusion Models Learn to Generalize Basic Visual Skills?
16. NeurIPS 2026Do Joint Audio-Video Generation Models Understand Physics?
17. NeurIPS 2026Exemplar2VQA: A Scalable Exemplar-Driven Visual Question Answering Generation Framework via Multi-Agent Coding
18. NeurIPS 2026ExtraVAR: Stage-Aware RoPE Remapping for Resolution Extrapolation in Visual Autoregressive Models
19. NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
20. NeurIPS 2026G$^2$TR: Generation-Guided Visual Token Reduction for Separate-Encoder Unified Multimodal Models
21. NeurIPS 2026Gender Artifacts from Art History to Text-to-Image Generation
22. NeurIPS 2026Generating the Unheard: Phylogeny-Guided Latent Generation for Ancestral Sound Reconstruction
23. NeurIPS 2026GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation
24. NeurIPS 2026GeoG2U-Bench: When Does Generation Help Understanding in Ultra-High-Resolution Remote Sensing?
25. NeurIPS 2026Glance Before You Tell: Anomaly-Guided 3D Radiology Report Generation with Heat-Conduction Slice Encoders
26. NeurIPS 2026GlyphAnchor: Enhancing Visual Text Rendering via Position-Anchored Glyph Priors
27. NeurIPS 2026Good Token Hunting: A Hitchhiker's Guide to Token Selection for Visual Geometry Transformers
28. NeurIPS 2026Guiding Visual Autoregressive Models through Spectrum Weakening
29. NeurIPS 2026HeatKV: Head-tuned KV-cache Compression for Visual Autoregressive Modeling
30. NeurIPS 2026HyperNSDE: Personalized Neural SDEs for Joint Static—Longitudinal Clinical Data Generation
31. NeurIPS 2026IDEA: Unwrapping Visual Black-box Models by Interaction Decomposition
32. NeurIPS 2026Imagine Before You Draw: Visual Prompt Engineering for Image Generation
33. NeurIPS 2026Improving Guidance-Free Visual Generation via Self-Contrastive Alignment for Likelihood Estimation
34. NeurIPS 2026Instantiation of Human Values in Image Generation
35. NeurIPS 2026L2P: Unlocking Latent Potential for Pixel Generation
36. NeurIPS 2026Latent-Lens: Visual Perception in Small Language Models Through Latent Communication
37. NeurIPS 2026LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
38. NeurIPS 2026Learning to See Through Language: An Exploration of Language Modeling's Effect on Visual Representations
39. NeurIPS 2026Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling
40. NeurIPS 2026Leveraging Latent Visual Reasoning in Silence
41. NeurIPS 2026LiteNav: Lightweight Map-free Outdoor Visual Navigation
42. NeurIPS 2026Localizing Concepts in Visual Autoregressive Models
43. NeurIPS 2026MedVTok: A General-Purpose Medical Visual Tokenizer
44. NeurIPS 2026Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation
45. NeurIPS 2026Native Audio-Visual Alignment for Generation
46. NeurIPS 2026PhysTacGen: Physics-Aware Visual-Tactile Sensor Image Generation
47. NeurIPS 2026PitchBench: Measuring Pitch Hearing in Audio-Language Models
48. NeurIPS 2026PolyTopoBench: A Benchmark for Complex Vector Polygon Generation from Remote Sensing Imagery
49. NeurIPS 2026PRISM-Bench: A Benchmark of Puzzle-Based Visual Tasks with CoT Error Detection
50. NeurIPS 2026Q-ViK: Question-Guided Visual KV Cache Eviction for Large Vision-Language Models

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。