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

206 papers, page 2 of 5

51. NeurIPS 2026The Prestige: Benchmarking Cognitive Visual Reasoning using Magic Tricks
52. NeurIPS 2026Thinking with Visual Primitives
53. NeurIPS 2026To Think or Not to Think: Pre-Decisional Reasoning Budgets for Referring Audio-Visual Segmentation
54. NeurIPS 2026Towards Visual Query Segmentation in the Wild
55. NeurIPS 2026Trimming the Long-Tail of Visual World Modeling Evaluation
56. NeurIPS 2026VESTA: Visual Exploration with Statistical Tool Agents
57. NeurIPS 2026VideoSleuth: A Narrative-Centric Agentic System with Video-Audio Native MLLM for Long-Form Video Understanding
58. NeurIPS 2026VINCIE-NExT: Unlocking Video Editing from Images via In-Context Modeling
59. NeurIPS 2026VisEditBench: A Benchmark for Vector-Format Diagram Editing with Visual Instructions
60. NeurIPS 2026VistaQA: Benchmarking Joint Visual Question Answering and Pixel-Level Evidence
61. NeurIPS 2026Visual Grounding First, Multimodal In-context Learning Follows
62. NeurIPS 2026Visual-ERM: Reward Modeling for Visual Equivalence
63. NeurIPS 2026Visual-to-Executable Procedural Reconstruction of Buildings.
64. NeurIPS 2026VLMs Trace Without Tracking: Diagnosing Failures in Visual Path Following
65. NeurIPS 2026VocalCoachBench: Benchmarking Audio-Language Models on Expert Feedback for Singing
66. NeurIPS 2026Watching Itself Watch: Self-Auditing Visual Reliance for Video Reasoning
67. NeurIPS 2026What Does the Brain See? Multiview Neural Representation to Demystify the Brain-Visual Alignment
68. NeurIPS 2026Where Are MLLMs Looking When They Hallucinate? Mitigating Visual Hallucination via Gaze Steering
69. NeurIPS 2026Who Says What: Symbolic Trimodal Binding Mechanisms in Audio-Visual LLMs
70. NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
71. NeurIPS 2025Anatomically inspired digital twins capture hierarchical object representations in visual cortex
72. NeurIPS 2025Automatic Visual Instrumental Variable Learning for Confounding-Resistant Domain Generalization
73. NeurIPS 2025AVCD: Mitigating Hallucinations in Audio-Visual Large Language Models through Contrastive Decoding
74. NeurIPS 2025Counterfactual Evolution of Multimodal Datasets via Visual Programming
75. NeurIPS 2025DAVE: Diagnostic benchmark for Audio Visual Evaluation
76. NeurIPS 2025Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning
77. NeurIPS 2025Differentiable Hierarchical Visual Tokenization
78. NeurIPS 2025Don't Just Chase “Highlighted Tokens” in MLLMs: Revisiting Visual Holistic Context Retention
79. NeurIPS 2025EgoBlind: Towards Egocentric Visual Assistance for the Blind
80. NeurIPS 2025Elevating Visual Perception in Multimodal LLMs with Visual Embedding Distillation
81. NeurIPS 2025FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering
82. NeurIPS 2025FreqExit: Enabling Early-Exit Inference for Visual Autoregressive Models via Frequency-Aware Guidance
83. NeurIPS 2025High-dimensional neuronal activity from low-dimensional latent dynamics: a solvable model
84. NeurIPS 2025INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning
85. NeurIPS 2025Learning Human-Object Interaction as Groups
86. NeurIPS 2025Learning to cluster neuronal function
87. NeurIPS 2025Learning to Instruct for Visual Instruction Tuning
88. NeurIPS 2025Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding
89. NeurIPS 2025LoRATv2: Enabling Low-Cost Temporal Modeling in One-Stream Trackers
90. NeurIPS 2025LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders
91. NeurIPS 2025MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks
92. NeurIPS 2025MEIcoder: Decoding Visual Stimuli from Neural Activity by Leveraging Most Exciting Inputs
93. NeurIPS 2025Modeling Dynamic Neural Activity by combining Naturalistic Video Stimuli and Stimulus-independent Latent Factors
94. NeurIPS 2025MUVR: A Multi-Modal Untrimmed Video Retrieval Benchmark with Multi-Level Visual Correspondence
95. NeurIPS 2025On the rankability of visual embeddings
96. NeurIPS 2025Perception Encoder: The best visual embeddings are not at the output of the network
97. NeurIPS 2025Physics-Driven Spatiotemporal Modeling for AI-Generated Video Detection
98. NeurIPS 2025PreFM: Online Audio-Visual Event Parsing via Predictive Future Modeling
99. NeurIPS 2025Quantum Visual Fields with Neural Amplitude Encoding
100. NeurIPS 2025Rethinking Joint Maximum Mean Discrepancy for Visual Domain Adaptation

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.