Audio-Visual Learning papers, 2023–2026

Key findings

• Audio-Visual Learning went from 158 papers in 2023 to 282 in 2026, roughly 1.8x in three years.
• CVPR publishes the most Audio-Visual Learning work: 402 papers from 2023 to 2026, 51% of the four-venue total.
• The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 2 in 2023 to 19 in 2026.
• Among the 5 topics under Audio and Speech, it ranks #1 by 2026 paper count; the fastest grower in the group, Audio Generation, is up 4.3x versus 1.8x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Audio-Visual Learning papers

108 papers, page 2 of 3

51. ICLR 2025Learning Video-Conditioned Policy on Unlabelled Data with Joint Embedding Predictive Transformer
52. ICLR 2025Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions
53. ICLR 2025LongVILA: Scaling Long-Context Visual Language Models for Long Videos
54. ICLR 2025MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs
55. ICLR 2025MMDisCo: Multi-Modal Discriminator-Guided Cooperative Diffusion for Joint Audio and Video Generation
56. ICLR 2025Multi-Task Corrupted Prediction for Learning Robust Audio-Visual Speech Representation
57. ICLR 2025OMG: Opacity Matters in Material Modeling with Gaussian Splatting
58. ICLR 2025PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training
59. ICLR 2025Reconstructive Visual Instruction Tuning
60. ICLR 2025Representational Similarity via Interpretable Visual Concepts
61. ICLR 2025Rethinking Audio-Visual Adversarial Vulnerability from Temporal and Modality Perspectives
62. ICLR 2025Stem-OB: Generalizable Visual Imitation Learning with Stem-Like Convergent Observation through Diffusion Inversion
63. ICLR 2025TopoGaussian: Inferring Internal Topology Structures from Visual Clues
64. ICLR 2025Toward Generalizing Visual Brain Decoding to Unseen Subjects
65. ICLR 2025TRACE: Temporal Grounding Video LLM via Causal Event Modeling
66. ICLR 2025Understanding Long Videos with Multimodal Language Models
67. ICLR 2025Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
68. ICLR 2025ViSAGe: Video-to-Spatial Audio Generation
69. ICLR 2025WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling
70. ICLR 2024Can Transformers Capture Spatial Relations between Objects?
71. ICLR 2024CoT3DRef: Chain-of-Thoughts Data-Efficient 3D Visual Grounding
72. ICLR 2024Democratizing Fine-grained Visual Recognition with Large Language Models
73. ICLR 2024DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization
74. ICLR 2024Exploring Effective Stimulus Encoding via Vision System Modeling for Visual Prostheses
75. ICLR 2024Facing the Elephant in the Room: Visual Prompt Tuning or Full finetuning?
76. ICLR 2024Frozen Transformers in Language Models Are Effective Visual Encoder Layers
77. ICLR 2024Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains
78. ICLR 2024Label-Focused Inductive Bias over Latent Object Features in Visual Classification
79. ICLR 2024Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning
80. ICLR 2024LLCP: Learning Latent Causal Processes for Reasoning-based Video Question Answer
81. ICLR 2024Masked Audio Generation using a Single Non-Autoregressive Transformer
82. ICLR 2024On the Role of Discrete Tokenization in Visual Representation Learning
83. ICLR 2024RTFS-Net: Recurrent Time-Frequency Modelling for Efficient Audio-Visual Speech Separation
84. ICLR 2024SparseFormer: Sparse Visual Recognition via Limited Latent Tokens
85. ICLR 2024T-MARS: Improving Visual Representations by Circumventing Text Feature Learning
86. ICLR 2024Towards Seamless Adaptation of Pre-trained Models for Visual Place Recognition
87. ICLR 2024Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation
88. ICLR 2024Visual Data-Type Understanding does not emerge from scaling Vision-Language Models
89. ICLR 2023A Control-Centric Benchmark for Video Prediction
90. ICLR 2023Brain-like representational straightening of natural movies in robust feedforward neural networks
91. ICLR 2023Causality Compensated Attention for Contextual Biased Visual Recognition
92. ICLR 2023Contrastive Audio-Visual Masked Autoencoder
93. ICLR 2023Corrupted Image Modeling for Self-Supervised Visual Pre-Training
94. ICLR 2023Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths
95. ICLR 2023DualAfford: Learning Collaborative Visual Affordance for Dual-gripper Manipulation
96. ICLR 2023EquiMod: An Equivariance Module to Improve Visual Instance Discrimination
97. ICLR 2023Filter-Recovery Network for Multi-Speaker Audio-Visual Speech Separation
98. ICLR 2023Learning to Decompose Visual Features with Latent Textual Prompts
99. ICLR 2023Learning to reason over visual objects
100. ICLR 2023Masked Frequency Modeling for Self-Supervised Visual Pre-Training

FAQ

How many Audio-Visual Learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

790 in total: 158 in 2023, 160 in 2024, 190 in 2025, 282 in 2026.

How many Audio-Visual Learning papers are at NeurIPS 2026?

NeurIPS 2026 has 69 Audio-Visual Learning papers, versus 56 the year before.

How many Audio-Visual Learning papers are at ICLR 2026?

ICLR 2026 has 39 Audio-Visual Learning papers, versus 30 the year before.

How many Audio-Visual Learning papers are at ICML 2026?

ICML 2026 has 32 Audio-Visual Learning papers, versus 10 the year before.

How many Audio-Visual Learning papers are at CVPR 2026?

CVPR 2026 has 142 Audio-Visual Learning papers, versus 94 the year before.

Which conference publishes the most Audio-Visual Learning papers?

CVPR, with 402 papers from 2023 to 2026.