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

74 papers, page 1 of 2

1. ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
2. ICML 2026AVTrack: Audio-Visual Tracking in Human-centric Complex Scenes
3. ICML 2026Bioacoustic Geolocation: Species Sounds as Geographic Signals
4. ICML 2026CAST: Modeling Visual State Transitions for Consistent Video Retrieval
5. ICML 2026Dual Latent Memory for Visual Multi-agent System
6. ICML 2026DynaVieW: Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics
7. ICML 2026EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
8. ICML 2026Emergent Visual Representations through Unsupervised Spiking Networks with Synaptic Pruning
9. ICML 2026FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models
10. ICML 2026From Inpainting to Editing: Unlocking Robust Mask-Free Visual Dubbing via Generative Bootstrapping
11. ICML 2026From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
12. ICML 2026Improving Visual Token Reduction via Rectifying Distortions for Efficient Multimodal LLM Inference
13. ICML 2026INFER: Learning Implicit Neural Frequency Response Fields for Confined Acoustic Environments
14. ICML 2026JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
15. ICML 2026Just Noticeable Difference Modeling for Deep Visual Features
16. ICML 2026Learning Generalized Trackers with Elastic Token Budgets
17. ICML 2026LightAVSeg: Lightweight Audio-Visual Segmentation
18. ICML 2026ModernVBERT: Towards Smaller Visual Document Retrievers
19. ICML 2026Multimodal Function Vectors for Visual Relations
20. ICML 2026Neural-Inspired Modeling of Auditory Selection and Compensation for Audio-Visual Speech Separation
21. ICML 2026OmniVideo-R1: Reinforcing Audio-visual Reasoning with Query Intention and Modality Attention
22. ICML 2026PGT: Procedurally Generated Tasks for improving visual grounding in MLLMs
23. ICML 2026PRIM：Cooperative Dynamic Token Compression for Efficient Large Multimodal Models
24. ICML 2026Probing Cross-modal Information Hubs in Audio-Visual LLMs
25. ICML 2026Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
26. ICML 2026Return-Critic: Bridging Goal Discrepancy for Efficient Visual Reinforcement Learning
27. ICML 2026SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
28. ICML 2026Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models
29. ICML 2026Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation
30. ICML 2026TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
31. ICML 2026TimeChat-Captioner: Scripting Multi-Scene Videos with Time-Aware and Structural Audio-Visual Captions
32. ICML 2026video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
33. ICML 2025AGAV-Rater: Adapting Large Multimodal Model for AI-Generated Audio-Visual Quality Assessment
34. ICML 2025Efficient Motion Prompt Learning for Robust Visual Tracking
35. ICML 2025Ex-VAD: Explainable Fine-grained Video Anomaly Detection Based on Visual-Language Models
36. ICML 2025Fundamental Limits of Visual Autoregressive Transformers: Universal Approximation Abilities
37. ICML 2025MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data
38. ICML 2025SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference
39. ICML 2025Token Coordinated Prompt Attention is Needed for Visual Prompting
40. ICML 2025Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations
41. ICML 2025video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model
42. ICML 2025Visual Autoregressive Modeling for Image Super-Resolution
43. ICML 2024AD3: Implicit Action is the Key for World Models to Distinguish the Diverse Visual Distractors
44. ICML 2024Coarse-To-Fine Tensor Trains for Compact Visual Representations
45. ICML 2024EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
46. ICML 2024From Vision to Audio and Beyond: A Unified Model for Audio-Visual Representation and Generation
47. ICML 2024Gradient-based Visual Explanation for Transformer-based CLIP
48. ICML 2024IIANet: An Intra- and Inter-Modality Attention Network for Audio-Visual Speech Separation
49. ICML 2024Learning to Infer Generative Template Programs for Visual Concepts
50. ICML 2024Listenable Maps for Audio Classifiers

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.