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

789 papers, page 6 of 16

251. NeurIPS 2026Perceive, Interact, Reason: Building Tool-Augmented Visual Agents for Spatial Reasoning
252. NeurIPS 2026PixFoundation 2.0: Do Video Multi-Modal LLMs Use Motion in Visual Grounding?
253. NeurIPS 2026Prototypes of the Mind: A Unified Framework for Probing the Visual Brain
254. NeurIPS 2026RAIL: Rethinking Auditory Intelligence in Large Audio-Language Models with a CHC-Grounded Benchmark
255. NeurIPS 2026RAO-Nav: Probing Omni-Language Models for Zero-shot Semantic Audio-Visual Navigation
256. NeurIPS 2026Referring and Reasoning Camouflaged Object Segmentation in Audio-Visual Scenes
257. NeurIPS 2026RegimeVGGT: Layer-Wise Spatially Preserving Redundancy Removal for Visual Geometry Grounded Transformer
258. NeurIPS 2026Shaping Useful Noise: Energy Distributions Predict Visual Pretraining Quality
259. NeurIPS 2026Shift-Aware Identity-Guided Latent Refinement for Referring Audio–Visual Segmentation
260. NeurIPS 2026Sparse Planning in Visual World Models via Cost Gradients
261. NeurIPS 2026Structure Over Scale: Learning Visual Reasoning from Pedagogical Video
262. NeurIPS 2026Structure-Semantic Co-optimized Latent Diffusion Model for Fast Visual Anagram Synthesis
263. NeurIPS 2026The Prestige: Benchmarking Cognitive Visual Reasoning using Magic Tricks
264. NeurIPS 2026Thinking with Visual Primitives
265. NeurIPS 2026To Think or Not to Think: Pre-Decisional Reasoning Budgets for Referring Audio-Visual Segmentation
266. NeurIPS 2026Towards Visual Query Segmentation in the Wild
267. NeurIPS 2026Trimming the Long-Tail of Visual World Modeling Evaluation
268. NeurIPS 2026VESTA: Visual Exploration with Statistical Tool Agents
269. NeurIPS 2026VideoSleuth: A Narrative-Centric Agentic System with Video-Audio Native MLLM for Long-Form Video Understanding
270. NeurIPS 2026VINCIE-NExT: Unlocking Video Editing from Images via In-Context Modeling
271. NeurIPS 2026VisEditBench: A Benchmark for Vector-Format Diagram Editing with Visual Instructions
272. NeurIPS 2026VistaQA: Benchmarking Joint Visual Question Answering and Pixel-Level Evidence
273. NeurIPS 2026Visual Grounding First, Multimodal In-context Learning Follows
274. NeurIPS 2026Visual-ERM: Reward Modeling for Visual Equivalence
275. NeurIPS 2026Visual-to-Executable Procedural Reconstruction of Buildings.
276. NeurIPS 2026VLMs Trace Without Tracking: Diagnosing Failures in Visual Path Following
277. NeurIPS 2026VocalCoachBench: Benchmarking Audio-Language Models on Expert Feedback for Singing
278. NeurIPS 2026Watching Itself Watch: Self-Auditing Visual Reliance for Video Reasoning
279. NeurIPS 2026What Does the Brain See? Multiview Neural Representation to Demystify the Brain-Visual Alignment
280. NeurIPS 2026Where Are MLLMs Looking When They Hallucinate? Mitigating Visual Hallucination via Gaze Steering
281. NeurIPS 2026Who Says What: Symbolic Trimodal Binding Mechanisms in Audio-Visual LLMs
282. CVPR 20255%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks
283. CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
284. CVPR 2025Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds
285. CVPR 2025Advancing Semantic Future Prediction through Multimodal Visual Sequence Transformers
286. CVPR 2025Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation
287. CVPR 2025Audio-Visual Instance Segmentation
288. CVPR 2025Audio-Visual Semantic Graph Network for Audio-Visual Event Localization
289. CVPR 2025Autoregressive Sequential Pretraining for Visual Tracking
290. CVPR 2025AVF-MAE++: Scaling Affective Video Facial Masked Autoencoders via Efficient Audio-Visual Self-Supervised Learning
291. CVPR 2025AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning
292. CVPR 2025CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction
293. CVPR 2025CASP: Consistency-aware Audio-induced Saliency Prediction Model for Omnidirectional Video
294. CVPR 2025CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment
295. CVPR 2025Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning
296. CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
297. CVPR 2025Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
298. CVPR 2025Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
299. CVPR 2025DefMamba: Deformable Visual State Space Model
300. CVPR 2025Discovering Fine-Grained Visual-Concept Relations by Disentangled Optimal Transport Concept Bottleneck Models

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.