通用机器学习 · online learning论文趋势 2023–2026

主要结论

• 通用机器学习 · online learning论文从 2023 年的 107 篇降到 2026 年的 105 篇，热度在回落。
• NeurIPS 是发通用机器学习 · online learning论文最多的会议，2023–2026 年共 199 篇，占四个会议总量的 48%。
• 交叉方向里涨得最快的是理论 · optimization：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 6 篇。
• 在「通用机器学习」的 6 个主题里，它的 2026 年论文数排第 6；同组增长最快的通用机器学习 · evaluation是 4.3 倍，通用机器学习 · online learning是 1.0 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026$\delta$-Mem: : Efficient Online Memory For Large Language Models
• ICML 2026Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning
• ICLR 2026Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods
• CVPR 2026Dynamic Momentum Recalibration in Online Gradient Learning
• NeurIPS 2025$O(\sqrt{T})$ Static Regret and Instance Dependent Constraint Violation for Constrained Online Convex Optimization
• ICML 2025A Online Statistical Framework for Out-of-Distribution Detection
• ICLR 2025Event-Driven Online Vertical Federated Learning
• CVPR 2025InteractionMap: Improving Online Vectorized HDMap Construction with Interaction
• NeurIPS 2024A Theory of Optimistically Universal Online Learnability for General Concept Classes
• ICML 2024A General Online Algorithm for Optimizing Complex Performance Metrics
• ICLR 2024Learning No-Regret Sparse Generalized Linear Models with Varying Observation(s)
• CVPR 2024Dual-Enhanced Coreset Selection with Class-wise Collaboration for Online Blurry Class Incremental Learning
• NeurIPS 2023A Batch-to-Online Transformation under Random-Order Model
• ICML 2023Banker Online Mirror Descent: A Universal Approach for Delayed Online Bandit Learning
• ICLR 2023Online Bias Correction for Task-Free Continual Learning
• CVPR 2023VisFusion: Visibility-Aware Online 3D Scene Reconstruction From Videos
• NeurIPS 2026A Single-Sample Polylogarithmic Regret Bound for Nonstationary Online Linear Programming
• ICML 2026CARE: Adaptive Calibration for Reliable Recommendations
• ICLR 2026Semi-Parametric Contextual Pricing with General Smoothness
• CVPR 2026Online3R Online Learning for Consistent Sequential Reconstruction Based on Geometry

全部通用机器学习 · online learning论文

共 48 篇，第 1 / 1 页

1. NeurIPS 2024A Theory of Optimistically Universal Online Learnability for General Concept Classes
2. NeurIPS 2024AuctionNet: A Novel Benchmark for Decision-Making in Large-Scale Games
3. NeurIPS 2024Bandits with Ranking Feedback
4. NeurIPS 2024Bayesian Online Natural Gradient (BONG)
5. NeurIPS 2024Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training
6. NeurIPS 2024Contextual Active Model Selection
7. NeurIPS 2024Contextual Multinomial Logit Bandits with General Value Functions
8. NeurIPS 2024Dueling over Dessert, Mastering the Art of Repeated Cake Cutting
9. NeurIPS 2024Fair Online Bilateral Trade
10. NeurIPS 2024Fully Unconstrained Online Learning
11. NeurIPS 2024Gradient Methods for Online DR-Submodular Maximization with Stochastic Long-Term Constraints
12. NeurIPS 2024Gradient-Variation Online Learning under Generalized Smoothness
13. NeurIPS 2024GREATS: Online Selection of High-Quality Data for LLM Training in Every Iteration
14. NeurIPS 2024Honor Among Bandits: No-Regret Learning for Online Fair Division
15. NeurIPS 2024Information-theoretic Limits of Online Classification with Noisy Labels
16. NeurIPS 2024Label Delay in Online Continual Learning
17. NeurIPS 2024Learning to Price Homogeneous Data
18. NeurIPS 2024Learning-Augmented Algorithms with Explicit Predictors
19. NeurIPS 2024Lookback Prophet Inequalities
20. NeurIPS 2024Multiclass Transductive Online Learning
21. NeurIPS 2024On the Necessity of Collaboration for Online Model Selection with Decentralized Data
22. NeurIPS 2024Online Bayesian Persuasion Without a Clue
23. NeurIPS 2024Online Budgeted Matching with General Bids
24. NeurIPS 2024Online Classification with Predictions
25. NeurIPS 2024Online Consistency of the Nearest Neighbor Rule
26. NeurIPS 2024Online Convex Optimisation: The Optimal Switching Regret for all Segmentations Simultaneously
27. NeurIPS 2024Online Estimation via Offline Estimation: An Information-Theoretic Framework
28. NeurIPS 2024Online Iterative Reinforcement Learning from Human Feedback with General Preference Model
29. NeurIPS 2024Online Learning of Delayed Choices
30. NeurIPS 2024Online Learning with Sublinear Best-Action Queries
31. NeurIPS 2024Online Non-convex Learning in Dynamic Environments
32. NeurIPS 2024Online Weighted Paging with Unknown Weights
33. NeurIPS 2024Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL
34. NeurIPS 2024Optimizing the coalition gain in Online Auctions with Greedy Structured Bandits
35. NeurIPS 2024Overcoming Brittleness in Pareto-Optimal Learning Augmented Algorithms
36. NeurIPS 2024PRODuctive bandits: Importance Weighting No More
37. NeurIPS 2024Promoting Fairness Among Dynamic Agents in Online-Matching Markets under Known Stationary Arrival Distributions
38. NeurIPS 2024Provably Efficient Interactive-Grounded Learning with Personalized Reward
39. NeurIPS 2024Query-Efficient Correlation Clustering with Noisy Oracle
40. NeurIPS 2024RanDumb: Random Representations Outperform Online Continually Learned Representations
41. NeurIPS 2024Real-Time Selection Under General Constraints via Predictive Inference
42. NeurIPS 2024Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers
43. NeurIPS 2024Smoothed Online Classification can be Harder than Batch Classification
44. NeurIPS 2024Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling
45. NeurIPS 2024Strategic Littlestone Dimension: Improved Bounds on Online Strategic Classification
46. NeurIPS 2024Tight Rates for Bandit Control Beyond Quadratics
47. NeurIPS 2024Truthfulness of Calibration Measures
48. NeurIPS 2024Universal Online Convex Optimization with $1$ Projection per Round

常见问题

2023–2026 年四大会议一共有多少篇通用机器学习 · online learning论文？

共 416 篇，按年份分别是 2023 年 107 篇、2024 年 96 篇、2025 年 108 篇、2026 年 105 篇。

NeurIPS 2026 有多少篇通用机器学习 · online learning论文？

NeurIPS 2026 有 34 篇通用机器学习 · online learning论文，上一届是 59 篇。

ICLR 2026 有多少篇通用机器学习 · online learning论文？

ICLR 2026 有 13 篇通用机器学习 · online learning论文，上一届是 9 篇。

ICML 2026 有多少篇通用机器学习 · online learning论文？

ICML 2026 有 49 篇通用机器学习 · online learning论文，上一届是 37 篇。

CVPR 2026 有多少篇通用机器学习 · online learning论文？

CVPR 2026 有 9 篇通用机器学习 · online learning论文，上一届是 3 篇。

哪个会议的通用机器学习 · online learning论文最多？

NeurIPS，2023–2026 年共 199 篇。