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

190 papers, page 1 of 4

1. CVPR 20255%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks
2. CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
3. CVPR 2025Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds
4. CVPR 2025Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers
5. CVPR 2025Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
6. CVPR 2025Audio-Visual Instance Segmentation
7. CVPR 2025Audio-Visual Semantic Graph Network for Audio-Visual Event Localization
8. CVPR 2025Autoregressive Sequential Pretraining for Visual Tracking
9. CVPR 2025AVF-MAE++: Scaling Affective Video Facial Masked Autoencoders via Efficient Audio-Visual Self-Supervised Learning
10. CVPR 2025AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning
11. CVPR 2025CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction
12. CVPR 2025CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video
13. CVPR 2025CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment
14. CVPR 2025Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning
15. CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
16. CVPR 2025Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
17. CVPR 2025Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
18. CVPR 2025DefMamba: Deformable Visual State Space Model
19. CVPR 2025Discovering Fine-Grained Visual-Concept Relations by Disentangled Optimal Transport Concept Bottleneck Models
20. CVPR 2025Discovering Hidden Visual Concepts Beyond Linguistic Input in Infant Learning
21. CVPR 2025DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models
22. CVPR 2025Doppelgangers++: Improved Visual Disambiguation with Geometric 3D Features
23. CVPR 2025DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking
24. CVPR 2025DV-Matcher: Deformation-based Non-rigid Point Cloud Matching Guided by Pre-trained Visual Features
25. CVPR 2025Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics
26. CVPR 2025Dynamic Updates for Language Adaptation in Visual-Language Tracking
27. CVPR 2025EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights
28. CVPR 2025Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning
29. CVPR 2025Enhanced Visual-Semantic Interaction with Tailored Prompts for Pedestrian Attribute Recognition
30. CVPR 2025Exploring Historical Information for RGBE Visual Tracking with Mamba
31. CVPR 2025Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning
32. CVPR 2025Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation
33. CVPR 2025FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression
34. CVPR 2025Foley-Flow: Coordinated Video-to-Audio Generation with Masked Audio-Visual Alignment and Dynamic Conditional Flows
35. CVPR 2025GPVK-VL: Geometry-Preserving Virtual Keyframes for Visual Localization under Large Viewpoint Changes
36. CVPR 2025GroupMamba: Efficient Group-Based Visual State Space Model
37. CVPR 2025HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver
38. CVPR 2025JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba
39. CVPR 2025Language-Guided Audio-Visual Learning for Long-Term Sports Assessment
40. CVPR 2025Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval
41. CVPR 2025Learning to Highlight Audio by Watching Movies
42. CVPR 2025Learning Visual Composition through Improved Semantic Guidance
43. CVPR 2025Learning Visual Generative Priors without Text
44. CVPR 2025Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference
45. CVPR 2025Mamba-Adaptor: State Space Model Adaptor for Visual Recognition
46. CVPR 2025MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures
47. CVPR 2025Mitigating the Human-Robot Domain Discrepancy in Visual Pre-training for Robotic Manipulation
48. CVPR 2025MITracker: Multi-View Integration for Visual Object Tracking
49. CVPR 2025MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
50. CVPR 2025MobileMamba: Lightweight Multi-Receptive Visual Mamba Network

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.