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

56 papers, page 1 of 2

1. NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
2. NeurIPS 2025Anatomically inspired digital twins capture hierarchical object representations in visual cortex
3. NeurIPS 2025Automatic Visual Instrumental Variable Learning for Confounding-Resistant Domain Generalization
4. NeurIPS 2025AVCD: Mitigating Hallucinations in Audio-Visual Large Language Models through Contrastive Decoding
5. NeurIPS 2025Counterfactual Evolution of Multimodal Datasets via Visual Programming
6. NeurIPS 2025DAVE: Diagnostic benchmark for Audio Visual Evaluation
7. NeurIPS 2025Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning
8. NeurIPS 2025Differentiable Hierarchical Visual Tokenization
9. NeurIPS 2025Don't Just Chase “Highlighted Tokens” in MLLMs: Revisiting Visual Holistic Context Retention
10. NeurIPS 2025EgoBlind: Towards Egocentric Visual Assistance for the Blind
11. NeurIPS 2025Elevating Visual Perception in Multimodal LLMs with Visual Embedding Distillation
12. NeurIPS 2025FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering
13. NeurIPS 2025FreqExit: Enabling Early-Exit Inference for Visual Autoregressive Models via Frequency-Aware Guidance
14. NeurIPS 2025High-dimensional neuronal activity from low-dimensional latent dynamics: a solvable model
15. NeurIPS 2025INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning
16. NeurIPS 2025Learning Human-Object Interaction as Groups
17. NeurIPS 2025Learning to cluster neuronal function
18. NeurIPS 2025Learning to Instruct for Visual Instruction Tuning
19. NeurIPS 2025Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding
20. NeurIPS 2025LoRATv2: Enabling Low-Cost Temporal Modeling in One-Stream Trackers
21. NeurIPS 2025LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders
22. NeurIPS 2025MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks
23. NeurIPS 2025MEIcoder: Decoding Visual Stimuli from Neural Activity by Leveraging Most Exciting Inputs
24. NeurIPS 2025Modeling Dynamic Neural Activity by combining Naturalistic Video Stimuli and Stimulus-independent Latent Factors
25. NeurIPS 2025MUVR: A Multi-Modal Untrimmed Video Retrieval Benchmark with Multi-Level Visual Correspondence
26. NeurIPS 2025On the rankability of visual embeddings
27. NeurIPS 2025Perception Encoder: The best visual embeddings are not at the output of the network
28. NeurIPS 2025Physics-Driven Spatiotemporal Modeling for AI-Generated Video Detection
29. NeurIPS 2025PreFM: Online Audio-Visual Event Parsing via Predictive Future Modeling
30. NeurIPS 2025Quantum Visual Fields with Neural Amplitude Encoding
31. NeurIPS 2025Rethinking Joint Maximum Mean Discrepancy for Visual Domain Adaptation
32. NeurIPS 2025SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and Hearing
33. NeurIPS 2025SCOPE: Saliency-Coverage Oriented Token Pruning for Efficient Multimodel LLMs
34. NeurIPS 2025Seg-VAR:Image Segmentation with Visual Autoregressive Modeling
35. NeurIPS 2025Self-supervised Blending Structural Context of Visual Molecules for Robust Drug Interaction Prediction
36. NeurIPS 2025Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
37. NeurIPS 2025Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence
38. NeurIPS 2025STSBench: A Large-Scale Dataset for Modeling Neuronal Activity in the Dorsal Stream of Primate Visual Cortex
39. NeurIPS 2025The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio
40. NeurIPS 2025Time-Evolving Dynamical System for Learning Latent Representations of Mouse Visual Neural Activity
41. NeurIPS 2025Tool-Augmented Spatiotemporal Reasoning for Streamlining Video Question Answering Task
42. NeurIPS 2025Towards A Translative Model of Sperm Whale Vocalization
43. NeurIPS 2025Towards Visualization-of-Thought Jailbreak Attack against Large Visual Language Models
44. NeurIPS 2025Transformer brain encoders explain human high-level visual responses
45. NeurIPS 2025TTS-VAR: A Test-Time Scaling Framework for Visual Auto-Regressive Generation
46. NeurIPS 2025UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface
47. NeurIPS 2025un$^2$CLIP: Improving CLIP's Visual Detail Capturing Ability via Inverting unCLIP
48. NeurIPS 2025Unleashing Diffusion Transformers for Visual Correspondence by Modulating Massive Activations
49. NeurIPS 2025Unveiling the Spatial-temporal Effective Receptive Fields of Spiking Neural Networks
50. NeurIPS 2025Videos are Sample-Efficient Supervisions: Behavior Cloning from Videos via Latent Representations

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.