Audio-Visual Learning papers, 2023–2026
Joint audio-video modeling
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 790 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 48 | 20 | 12 | 78 | 158 |
| 2024 | 33 | 19 | 20 | 88 | 160 |
| 2025 | 56 | 30 | 10 | 94 | 190 |
| 2026 | 69 | 39 | 32 | 142 | 282 |
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 5 of 16
- ICML 2026OmniVideo-R1: Reinforcing Audio-visual Reasoning with Query Intention and Modality Attention
- ICML 2026PGT: Procedurally Generated Tasks for improving visual grounding in MLLMs
- ICML 2026PRIM：Cooperative Dynamic Token Compression for Efficient Large Multimodal Models
- ICML 2026Probing Cross-modal Information Hubs in Audio-Visual LLMs
- ICML 2026Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
- ICML 2026Return-Critic: Bridging Goal Discrepancy for Efficient Visual Reinforcement Learning
- ICML 2026SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
- ICML 2026Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models
- ICML 2026Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation
- ICML 2026TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
- ICML 2026TimeChat-Captioner: Scripting Multi-Scene Videos with Time-Aware and Structural Audio-Visual Captions
- ICML 2026video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
- NeurIPS 2026A Quantitative Visual Taxonomy of Worldwide Writing Systems
- NeurIPS 2026A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts
- NeurIPS 2026AdaCodec: A Predictive Visual Code for Video MLLMs
- NeurIPS 2026Asymmetric Hierarchical Anchoring for Robust Audio–Visual Cross-Modal Generalization
- NeurIPS 2026AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression
- NeurIPS 2026Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency
- NeurIPS 2026Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings
- NeurIPS 2026Binding Visual Features Point by Point
- NeurIPS 2026CCDiff: Inverse Canonical Correlation Analysis for Discovering Visual Differences in Natural Language
- NeurIPS 2026Do Diffusion Models Learn to Generalize Basic Visual Skills?
- NeurIPS 2026Do Joint Audio-Video Generation Models Understand Physics?
- NeurIPS 2026Do Pathology Foundation Models Encode Disease Progression? A Pseudotime Analysis of Visual Representations
- NeurIPS 2026Foveal-Mamba: Inside-Out Ring Scanning with Recurrent Offset Prediction for Visual State Space Models
- NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
- NeurIPS 2026GATE-AD: Graph Attention Network Encoding for Few-Shot Industrial Visual Anomaly Detection
- NeurIPS 2026Good Token Hunting: A Hitchhiker's Guide to Token Selection for Visual Geometry Transformers
- NeurIPS 2026HeatKV: Head-tuned KV-cache Compression for Visual Autoregressive Modeling
- NeurIPS 2026Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation
- NeurIPS 2026IDEA: Unwrapping Visual Black-box Models by Interaction Decomposition
- NeurIPS 2026Internalize External Competence for Visual Instruction Editing
- NeurIPS 2026Language-Conditioned World Modeling for Visual Navigation
- NeurIPS 2026LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
- NeurIPS 2026Learning a Maximum Entropy Model for Visual Textures using Diffusion
- NeurIPS 2026Learning a Task-Adaptive Low-Dimensional Semantic Space for Improved Visual Classification
- NeurIPS 2026Learning Task-Centric World Models from Visual Foundations
- NeurIPS 2026Learning to See Through Language: An Exploration of Language Modeling's Effect on Visual Representations
- NeurIPS 2026Learning Visual Feature-Based World Models via Residual Latent Action
- NeurIPS 2026Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling
- NeurIPS 2026Learning When Visual Context Matters for Mouse Behavior Analysis
- NeurIPS 2026LiteNav: Lightweight Map-free Outdoor Visual Navigation
- NeurIPS 2026Localizing Concepts in Visual Autoregressive Models
- NeurIPS 2026MAEB: Massive Audio Embedding Benchmark
- NeurIPS 2026Masked Visual Actions for Unified World Modeling
- NeurIPS 2026Native Audio-Visual Alignment for Generation
- NeurIPS 2026Not Another Text Benchmark: Putting the “Visual" Back in Visual Question Answering for Large Video Models
- NeurIPS 2026OmniSE: Support-Faithful Optimization for Evidence-Centric Audio-Video Reasoning
- NeurIPS 2026Overcoming Catastrophic Forgetting in Visual Continual Learning with Reinforcement Fine-Tuning
- NeurIPS 2026PanoWorld: Geometry-Consistent Panoramic Video World Modeling
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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.