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

281 papers, page 4 of 6

151. ICLR 2026Enabling True Global Perception in State Space Models for Visual Tasks
152. ICLR 2026Entropy-Monitored Kernelized Token Distillation for Audio-Visual Compression
153. ICLR 2026FARTrack: Fast Autoregressive Visual Tracking with High Performance
154. ICLR 2026FastVGGT: Fast Visual Geometry Transformer
155. ICLR 2026FlashVID: Efficient Video Large Language Models via Training-free Tree-based Spatiotemporal Token Merging
156. ICLR 2026FLoC: Facility Location-Based Efficient Visual Token Compression for Long Video Understanding
157. ICLR 2026From Text to Talk: Audio-Language Model Needs Non-Autoregressive Joint Training
158. ICLR 2026HierLoc: Hyperbolic Entity Embeddings for Hierarchical Visual Geolocation
159. ICLR 2026JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior Synchronization
160. ICLR 2026JointAVBench: A Benchmark for Joint Audio-Visual Reasoning Evaluation
161. ICLR 2026MetaCaptioner: Towards Generalist Visual Captioning with Open-source Suites
162. ICLR 2026Model-Guided Microstimulation Steers Primate Visual Behavior
163. ICLR 2026OmniCVR: A Benchmark for Omni-Composed Video Retrieval with Vision, Audio, and Text
164. ICLR 2026OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs
165. ICLR 2026Procedural Mistake Detection via Action Effect Modeling
166. ICLR 2026Query-Guided Spatial–Temporal–Frequency Interaction for Music Audio–Visual Question Answering
167. ICLR 2026RAR: Reversing Visual Attention Re-Sinking for Unlocking Potential in Multimodal Large Language Models
168. ICLR 2026reAR: Rethinking Visual Autoregressive Models via Token-wise Consistency Regularization
169. ICLR 2026Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI
170. ICLR 2026Self-Improving Loops for Visual Robotic Planning
171. ICLR 2026SoftCFG: Uncertainty-guided Stable Guidance for Visual Autoregressive Model
172. ICLR 2026SpeakerVid-5M: A Large-Scale High-Quality Dataset for Audio-Visual Dyadic Interactive Human Generation
173. ICLR 2026The Unseen Bias: How Norm Discrepancy in Pre-Norm MLLMs Leads to Visual Information Loss
174. ICLR 2026Unified 3D Scene Understanding Through Physical World Modeling
175. ICLR 2026VideoAnchor: Reinforcing Subspace-Structured Visual Cues for Coherent Visual-Spatial Reasoning
176. ICLR 2026Visual Autoregressive Modeling for Instruction-Guided Image Editing
177. ICLR 2026Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow
178. ICLR 2026Visual Planning: Let's Think Only with Images
179. ICLR 2026Visual Prompt-Agnostic Evolution
180. ICLR 2026WAVE: Learning Unified & Versatile Audio-Visual Embeddings with Multimodal LLM
181. ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
182. ICML 2026AVTrack: Audio-Visual Tracking in Human-centric Complex Scenes
183. ICML 2026Bioacoustic Geolocation: Species Sounds as Geographic Signals
184. ICML 2026CAST: Modeling Visual State Transitions for Consistent Video Retrieval
185. ICML 2026Dual Latent Memory for Visual Multi-agent System
186. ICML 2026DynaVieW: Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics
187. ICML 2026EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
188. ICML 2026Emergent Visual Representations through Unsupervised Spiking Networks with Synaptic Pruning
189. ICML 2026FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models
190. ICML 2026From Inpainting to Editing: Unlocking Robust Mask-Free Visual Dubbing via Generative Bootstrapping
191. ICML 2026From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
192. ICML 2026Improving Visual Token Reduction via Rectifying Distortions for Efficient Multimodal LLM Inference
193. ICML 2026INFER: Learning Implicit Neural Frequency Response Fields for Confined Acoustic Environments
194. ICML 2026JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
195. ICML 2026Just Noticeable Difference Modeling for Deep Visual Features
196. ICML 2026Learning Generalized Trackers with Elastic Token Budgets
197. ICML 2026LightAVSeg: Lightweight Audio-Visual Segmentation
198. ICML 2026ModernVBERT: Towards Smaller Visual Document Retrievers
199. ICML 2026Multimodal Function Vectors for Visual Relations
200. ICML 2026Neural-Inspired Modeling of Auditory Selection and Compensation for Audio-Visual Speech Separation

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.