Theory · online learning papers, 2023–2026

Key findings

• Theory · online learning went from 164 papers in 2023 to 190 in 2026, roughly 1.2x in three years.
• NeurIPS publishes the most Theory · online learning work: 427 papers from 2023 to 2026, 56% of the four-venue total.
• The fastest-growing overlap is with Simulation for Driving: papers tagged with both rose from 1 in 2023 to 12 in 2026.
• Among the 5 topics under Theory and Statistics, it ranks #3 by 2026 paper count; the fastest grower in the group, Theory · learning theory, is up 5.6x versus 1.2x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Single-Sample Polylogarithmic Regret Bound for Nonstationary Online Linear Programming
• ICML 2026A Perturbation Approach to Unconstrained Linear Bandits
• ICLR 2026Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods
• CVPR 2026An Optimal Transport-driven Approach for Cultivating Latent Space in Online
• NeurIPS 2025A Learning-Augmented Approach to Online Allocation Problems
• ICML 2025A Classification View on Meta Learning Bandits
• ICLR 2025Efficient Online Pruning and Abstraction for Imperfect Information Extensive-Form Games
• CVPR 2025InteractionMap: Improving Online Vectorized HDMap Construction with Interaction
• NeurIPS 2024A Best-of-both-worlds Algorithm for Bandits with Delayed Feedback with Robustness to Excessive Delays
• ICML 2024On Online Experimentation without Device Identifiers
• ICLR 2024Improved Regret Bounds for Non-Convex Online-Within-Online Meta Learning
• CVPR 2024Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning
• NeurIPS 2023$\varepsilon$-fractional core stability in Hedonic Games.
• ICML 2023Applied Online Algorithms with Heterogeneous Predictors
• ICLR 2023Hebbian Deep Learning Without Feedback
• CVPR 2023VisFusion: Visibility-Aware Online 3D Scene Reconstruction From Videos
• NeurIPS 2026A Theory of Adversary-Directed Online Learning
• ICML 2026A Two-Layer Framework for Joint Online Configuration Selection and Admission Control
• ICLR 2026A Statistical Learning Perspective on Semi-dual Adversarial Neural Optimal Transport Solvers
• CVPR 2026Dynamic Momentum Recalibration in Online Gradient Learning

All Theory · online learning papers

28 papers, page 1 of 1

1. CVPR 2026AMap Distilling Future Priors for Ahead-Aware Online HD Map Construction
2. CVPR 2026An Optimal Transport-driven Approach for Cultivating Latent Space in Online
3. CVPR 2026Color When It Counts Grayscale-Guided Online Triggering for Always-On Streaming
4. CVPR 2026Compressed-Domain-Aware Online Video Super-Resolution
5. CVPR 2026Dynamic Momentum Recalibration in Online Gradient Learning
6. CVPR 2026Failure Modes for Deep Learning-Based Online Mapping How to Measure
7. CVPR 2026OMG-Bench A New Challenging Benchmark for Skeleton-based Online Micro Hand
8. CVPR 2026Online3R Online Learning for Consistent Sequential Reconstruction Based on Geometry
9. CVPR 2026Sparse-View Localization via Online Neural 3D Regression
10. CVPR 2025Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints
11. CVPR 2025InteractionMap: Improving Online Vectorized HDMap Construction with Interaction
12. CVPR 2025Label Shift Meets Online Learning: Ensuring Consistent Adaptation with Universal Dynamic Regret
13. CVPR 2025Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution
14. CVPR 2024Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning
15. CVPR 2024Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning
16. CVPR 2024DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning
17. CVPR 2024Flow-Guided Online Stereo Rectification for Wide Baseline Stereo
18. CVPR 2024Improving Plasticity in Online Continual Learning via Collaborative Learning
19. CVPR 2024Learning Equi-angular Representations for Online Continual Learning
20. CVPR 2024MGMap: Mask-Guided Learning for Online Vectorized HD Map Construction
21. CVPR 2024PREGO: Online Mistake Detection in PRocedural EGOcentric Videos
22. CVPR 2023Dealing With Cross-Task Class Discrimination in Online Continual Learning
23. CVPR 2023LiDAR2Map: In Defense of LiDAR-Based Semantic Map Construction Using Online Camera Distillation
24. CVPR 2023MonoATT: Online Monocular 3D Object Detection With Adaptive Token Transformer
25. CVPR 2023PCR: Proxy-Based Contrastive Replay for Online Class-Incremental Continual Learning
26. CVPR 2023SurfelNeRF: Neural Surfel Radiance Fields for Online Photorealistic Reconstruction of Indoor Scenes
27. CVPR 2023Temporally Consistent Online Depth Estimation Using Point-Based Fusion
28. CVPR 2023VisFusion: Visibility-Aware Online 3D Scene Reconstruction From Videos

FAQ

How many Theory · online learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

763 in total: 164 in 2023, 224 in 2024, 185 in 2025, 190 in 2026.

How many Theory · online learning papers are at NeurIPS 2026?

NeurIPS 2026 has 68 Theory · online learning papers, versus 89 the year before.

How many Theory · online learning papers are at ICLR 2026?

ICLR 2026 has 27 Theory · online learning papers, versus 18 the year before.

How many Theory · online learning papers are at ICML 2026?

ICML 2026 has 86 Theory · online learning papers, versus 74 the year before.

How many Theory · online learning papers are at CVPR 2026?

CVPR 2026 has 9 Theory · online learning papers, versus 4 the year before.

Which conference publishes the most Theory · online learning papers?

NeurIPS, with 427 papers from 2023 to 2026.