理论 · online learning论文趋势 2023–2026

主要结论

• 理论 · online learning论文从 2023 年的 164 篇增长到 2026 年的 190 篇，三年间扩大到约 1.2 倍。
• NeurIPS 是发理论 · online learning论文最多的会议，2023–2026 年共 427 篇，占四个会议总量的 56%。
• 交叉方向里涨得最快的是驾驶仿真：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 12 篇。
• 在「理论与统计」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的理论 · learning theory是 5.6 倍，理论 · online learning是 1.2 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 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

全部理论 · online learning论文

共 89 篇，第 2 / 2 页

51. NeurIPS 2025On the necessity of adaptive regularisation: Optimal anytime online learning on $\boldsymbol{\ell_p}$-balls
52. NeurIPS 2025On the Universal Near Optimality of Hedge in Combinatorial Settings
53. NeurIPS 2025On Union-Closedness of Language Generation
54. NeurIPS 2025Online Bilateral Trade With Minimal Feedback: Don’t Waste Seller’s Time
55. NeurIPS 2025Online Inverse Linear Optimization: Efficient Logarithmic-Regret Algorithm, Robustness to Suboptimality, and Lower Bound
56. NeurIPS 2025Online Learning in the Repeated Mediated Newsvendor Problem
57. NeurIPS 2025Online Learning of Neural Networks
58. NeurIPS 2025Online Learning of Pure States is as Hard as Mixed States
59. NeurIPS 2025Online Locally Differentially Private Conformal Prediction via Binary Inquiries
60. NeurIPS 2025Online Mixture of Experts: No-Regret Learning for Optimal Collective Decision-Making
61. NeurIPS 2025Online Portfolio Selection with ML Predictions
62. NeurIPS 2025Online Prediction with Limited Selectivity
63. NeurIPS 2025Online robust locally differentially private learning for nonparametric regression
64. NeurIPS 2025Online Segment Any 3D Thing as Instance Tracking
65. NeurIPS 2025Online Two-Stage Submodular Maximization
66. NeurIPS 2025OnlineSplatter: Pose-Free Online 3D Reconstruction for Free-Moving Objects
67. NeurIPS 2025Optimal Mistake Bounds for Transductive Online Learning
68. NeurIPS 2025Optimal Online Change Detection via Random Fourier Features
69. NeurIPS 2025Outcome-Based Online Reinforcement Learning: Algorithms and Fundamental Limits
70. NeurIPS 2025Parameter-free Algorithms for the Stochastically Extended Adversarial Model
71. NeurIPS 2025Prediction with expert advice under additive noise
72. NeurIPS 2025Private Online Learning against an Adaptive Adversary: Realizable and Agnostic Settings
73. NeurIPS 2025Purest Quantum State Identification
74. NeurIPS 2025ReinFlow: Fine-tuning Flow Matching Policy with Online Reinforcement Learning
75. NeurIPS 2025Replicable Online Learning
76. NeurIPS 2025Replicable Online pricing
77. NeurIPS 2025Robust Contextual Pricing
78. NeurIPS 2025Robust Policy Expansion for Offline-to-Online RL under Diverse Data Corruption
79. NeurIPS 2025Sparse Optimistic Information Directed Sampling
80. NeurIPS 2025Statistical Guarantees for High-Dimensional Stochastic Gradient Descent
81. NeurIPS 2025Stochastic Shortest Path with Sparse Adversarial Costs
82. NeurIPS 2025Taming Adversarial Constraints in CMDPs
83. NeurIPS 2025The Structural Complexity of Matrix-Vector Multiplication
84. NeurIPS 2025Tradeoffs between Mistakes and ERM Oracle Calls in Online and Transductive Online Learning
85. NeurIPS 2025Trained Mamba Emulates Online Gradient Descent in In-Context Linear Regression
86. NeurIPS 2025Training-free Online Video Step Grounding
87. NeurIPS 2025True Impact of Cascade Length in Contextual Cascading Bandits
88. NeurIPS 2025Truthful Aggregation of LLMs with an Application to Online Advertising
89. NeurIPS 2025Uncoupled and Convergent Learning in Monotone Games under Bandit Feedback

常见问题

2023–2026 年四大会议一共有多少篇理论 · online learning论文？

共 763 篇，按年份分别是 2023 年 164 篇、2024 年 224 篇、2025 年 185 篇、2026 年 190 篇。

NeurIPS 2026 有多少篇理论 · online learning论文？

NeurIPS 2026 有 68 篇理论 · online learning论文，上一届是 89 篇。

ICLR 2026 有多少篇理论 · online learning论文？

ICLR 2026 有 27 篇理论 · online learning论文，上一届是 18 篇。

ICML 2026 有多少篇理论 · online learning论文？

ICML 2026 有 86 篇理论 · online learning论文，上一届是 74 篇。

CVPR 2026 有多少篇理论 · online learning论文？

CVPR 2026 有 9 篇理论 · online learning论文，上一届是 4 篇。

哪个会议的理论 · online learning论文最多？

NeurIPS，2023–2026 年共 427 篇。