Video Understanding papers, 2023–2026

Key findings

• Video Understanding went from 319 papers in 2023 to 832 in 2026, roughly 2.6x in three years.
• CVPR publishes the most Video Understanding work: 1,037 papers from 2023 to 2026, 46% of the four-venue total.
• The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 8 in 2023 to 116 in 2026.
• Among the 5 topics under Computer Vision, it ranks #3 by 2026 paper count; the fastest grower in the group, Image Generation, is up 2.2x versus 2.6x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
• ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
• ICLR 2026Action-Guided Attention for Video Action Anticipation
• CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
• NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
• ICML 2025$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation
• ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
• CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
• NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
• ICML 2024Enhancing Sufficient Dimension Reduction via Hellinger Correlation
• ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
• CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
• NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
• ICML 2023Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning
• ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
• CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
• NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
• ICML 2026AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
• ICLR 2026Emotions Where Art Thou: Understanding and Characterizing the Emotional Latent Space of Large Language Models
• CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression

All Video Understanding papers

611 papers, page 9 of 13

401. NeurIPS 2025Understanding Data Influence in Reinforcement Finetuning
402. NeurIPS 2025Understanding Differential Transformer Unchains Pretrained Self-Attentions
403. NeurIPS 2025Understanding Generalization in Physics Informed Models through Affine Variety Dimensions
404. NeurIPS 2025Understanding LLM Behaviors via Compression: Data Generation, Knowledge Acquisition and Scaling Laws
405. NeurIPS 2025Understanding outer learning rates in Local SGD
406. NeurIPS 2025Understanding Parametric and Contextual Knowledge Reconciliation within Large Language Models
407. NeurIPS 2025Understanding Prompt Tuning and In-Context Learning via Meta-Learning
408. NeurIPS 2025Understanding Representation Dynamics of Diffusion Models via Low-Dimensional Modeling
409. NeurIPS 2025Understanding Softmax Attention Layers:\\ Exact Mean-Field Analysis on a Toy Problem
410. NeurIPS 2025Understanding the Evolution of the Neural Tangent Kernel at the Edge of Stability
411. NeurIPS 2025Understanding the Gain from Data Filtering in Multimodal Contrastive Learning
412. NeurIPS 2025Understanding the Generalization of Stochastic Gradient Adam in Learning Neural Networks
413. NeurIPS 2025Understanding while Exploring: Semantics-driven Active Mapping
414. NeurIPS 2025UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens
415. NeurIPS 2025UniRelight: Learning Joint Decomposition and Synthesis for Video Relighting
416. NeurIPS 2025UniTok: a Unified Tokenizer for Visual Generation and Understanding
417. NeurIPS 2025Universal Video Temporal Grounding with Generative Multi-modal Large Language Models
418. NeurIPS 2025Universal Visuo-Tactile Video Understanding for Embodied Interaction
419. NeurIPS 2025UniViT: Unifying Image and Video Understanding in One Vision Encoder
420. NeurIPS 2025Unleashing Hour-Scale Video Training for Long Video-Language Understanding
421. NeurIPS 2025URLs Help, Topics Guide: Understanding Metadata Utility in LLM Training
422. NeurIPS 2025UVE: Are MLLMs Unified Evaluators for AI-Generated Videos?
423. NeurIPS 2025VADB: A Large-Scale Video Aesthetic Database with Professional and Multi-Dimensional Annotations
424. NeurIPS 2025VADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree
425. NeurIPS 2025VaporTok: RL-Driven Adaptive Video Tokenizer with Prior & Task Awareness
426. NeurIPS 2025VFRTok: Variable Frame Rates Video Tokenizer with Duration-Proportional Information Assumption
427. NeurIPS 2025Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding
428. NeurIPS 2025Vid-SME: Membership Inference Attacks against Large Video Understanding Models
429. NeurIPS 2025ViDAR: Video Diffusion-Aware 4D Reconstruction From Monocular Inputs
430. NeurIPS 2025VidEmo: Affective-Tree Reasoning for Emotion-Centric Video Foundation Models
431. NeurIPS 2025Video Diffusion Models Excel at Tracking Similar-Looking Objects Without Supervision
432. NeurIPS 2025Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension
433. NeurIPS 2025VideoGameQA-Bench: Evaluating Vision-Language Models for Video Game Quality Assurance
434. NeurIPS 2025VideoLucy: Deep Memory Backtracking for Long Video Understanding
435. NeurIPS 2025VideoMAR: Autoregressive Video Generation with Continuous Tokens
436. NeurIPS 2025VideoTitans: Scalable Video Prediction with Integrated Short- and Long-term Memory
437. NeurIPS 2025VideoVLA: Video Generators Can Be Generalizable Robot Manipulators
438. NeurIPS 2025Visual Sync: Multi‑Camera Synchronization via Cross‑View Object Motion
439. NeurIPS 2025Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought
440. NeurIPS 2025VITRIX-CLIPIN: Enhancing Fine-Grained Visual Understanding in CLIP via Instruction-Editing Data and Long Captions
441. NeurIPS 2025VividFace: A Robost and High-Fidelity Video Face Swapping Framework
442. NeurIPS 2025VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models
443. NeurIPS 2025Web-Scale Collection of Video Data for 4D Animal Reconstruction
444. NeurIPS 2025What are you sinking? A geometric approach on attention sink
445. NeurIPS 2025What Do Latent Action Models Actually Learn?
446. NeurIPS 2025What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers
447. NeurIPS 2025What We Miss Matters: Learning from the Overlooked in Point Cloud Transformers
448. NeurIPS 2025When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding
449. NeurIPS 2025When Thinking Drifts: Evidential Grounding for Robust Video Reasoning
450. NeurIPS 2025ZeroPatcher: Training-free Sampler for Video Inpainting and Editing

FAQ

How many Video Understanding papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

2,261 in total: 319 in 2023, 431 in 2024, 679 in 2025, 832 in 2026.

How many Video Understanding papers are at NeurIPS 2026?

NeurIPS 2026 has 229 Video Understanding papers, versus 222 the year before.

How many Video Understanding papers are at ICLR 2026?

ICLR 2026 has 148 Video Understanding papers, versus 95 the year before.

How many Video Understanding papers are at ICML 2026?

ICML 2026 has 114 Video Understanding papers, versus 64 the year before.

How many Video Understanding papers are at CVPR 2026?

CVPR 2026 has 341 Video Understanding papers, versus 298 the year before.

Which conference publishes the most Video Understanding papers?

CVPR, with 1,037 papers from 2023 to 2026.