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 83 篇，第 2 / 2 页

51. ICML 2025The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models Via Visual Information Steering
52. ICML 2025Token Coordinated Prompt Attention is Needed for Visual Prompting
53. ICML 2025Understanding Complexity in VideoQA via Visual Program Generation
54. ICML 2025Vector Grimoire: Codebook-based Shape Generation under Raster Image Supervision
55. ICML 2025video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model
56. ICML 2025Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models
57. ICML 2025Visual Generation Without Guidance
58. ICML 2025ZipAR: Parallel Autoregressive Image Generation through Spatial Locality
59. ICML 2024An Independence-promoting Loss for Music Generation with Language Models
60. ICML 2024CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process
61. ICML 2024Completing Visual Objects via Bridging Generation and Segmentation
62. ICML 2024Creative Text-to-Audio Generation via Synthesizer Programming
63. ICML 2024Disguised Copyright Infringement of Latent Diffusion Models
64. ICML 2024EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
65. ICML 2024From Vision to Audio and Beyond: A Unified Model for Audio-Visual Representation and Generation
66. ICML 2024IIANet: An Intra- and Inter-Modality Attention Network for Audio-Visual Speech Separation
67. ICML 2024Learning to Infer Generative Template Programs for Visual Concepts
68. ICML 2024Non-confusing Generation of Customized Concepts in Diffusion Models
69. ICML 2024Sample-specific Masks for Visual Reprogramming-based Prompting
70. ICML 2024Tabular Insights, Visual Impacts: Transferring Expertise from Tables to Images
71. ICML 2024UniAudio: Towards Universal Audio Generation with Large Language Models
72. ICML 2024UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers
73. ICML 2024video-SALMONN: Speech-Enhanced Audio-Visual Large Language Models
74. ICML 2024Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
75. ICML 2024VisionGraph: Leveraging Large Multimodal Models for Graph Theory Problems in Visual Context
76. ICML 2024Visual Representation Learning with Stochastic Frame Prediction
77. ICML 2024Visual Transformer with Differentiable Channel Selection: An Information Bottleneck Inspired Approach
78. ICML 2023A Unified Audio-Visual Learning Framework for Localization, Separation, and Recognition
79. ICML 2023Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models
80. ICML 2023Patch-level Contrastive Learning via Positional Query for Visual Pre-training
81. ICML 2023Rethinking Visual Reconstruction: Experience-Based Content Completion Guided by Visual Cues
82. ICML 2023SeMAIL: Eliminating Distractors in Visual Imitation via Separated Models
83. ICML 2023Towards credible visual model interpretation with path attribution

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。