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 164 篇，第 2 / 4 页

51. ICML 2023Offline Meta Reinforcement Learning with In-Distribution Online Adaptation
52. ICML 2023Online Learning in Stackelberg Games with an Omniscient Follower
53. ICML 2023Online Learning with Feedback Graphs: The True Shape of Regret
54. ICML 2023Online Platt Scaling with Calibeating
55. ICML 2023Online Restless Bandits with Unobserved States
56. ICML 2023Opponent-Limited Online Search for Imperfect Information Games
57. ICML 2023Optimal Stochastic Non-smooth Non-convex Optimization through Online-to-Non-convex Conversion
58. ICML 2023Parallel Online Clustering of Bandits via Hedonic Game
59. ICML 2023Solving Linear Programs with Fast Online Learning Algorithms
60. ICML 2023Speed-Oblivious Online Scheduling: Knowing (Precise) Speeds is not Necessary
61. ICML 2023Stochastic Gradient Descent-Induced Drift of Representation in a Two-Layer Neural Network
62. ICML 2023Unconstrained Online Learning with Unbounded Losses
63. ICML 2023Understanding the Role of Feedback in Online Learning with Switching Costs
64. NeurIPS 2023$\varepsilon$-fractional core stability in Hedonic Games.
65. NeurIPS 2023A Batch-to-Online Transformation under Random-Order Model
66. NeurIPS 2023A Theory of Multimodal Learning
67. NeurIPS 2023A Trichotomy for Transductive Online Learning
68. NeurIPS 2023Adapting to Continuous Covariate Shift via Online Density Ratio Estimation
69. NeurIPS 2023Adaptive Selective Sampling for Online Prediction with Experts
70. NeurIPS 2023Adjustable Robust Reinforcement Learning for Online 3D Bin Packing
71. NeurIPS 2023Adversarial Attacks on Online Learning to Rank with Click Feedback
72. NeurIPS 2023Advice Querying under Budget Constraint for Online Algorithms
73. NeurIPS 2023Alternation makes the adversary weaker in two-player games
74. NeurIPS 2023An Improved Relaxation for Oracle-Efficient Adversarial Contextual Bandits
75. NeurIPS 2023Anytime Model Selection in Linear Bandits
76. NeurIPS 2023Attacks on Online Learners: a Teacher-Student Analysis
77. NeurIPS 2023Bandit Social Learning under Myopic Behavior
78. NeurIPS 2023Blocked Collaborative Bandits: Online Collaborative Filtering with Per-Item Budget Constraints
79. NeurIPS 2023Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning
80. NeurIPS 2023Characterization of Overfitting in Robust Multiclass Classification
81. NeurIPS 2023Common Ground in Cooperative Communication
82. NeurIPS 2023Contextual Bandits and Imitation Learning with Preference-Based Active Queries
83. NeurIPS 2023Discrete-Smoothness in Online Algorithms with Predictions
84. NeurIPS 2023Efficient Adversarial Attacks on Online Multi-agent Reinforcement Learning
85. NeurIPS 2023Efficient Online Clustering with Moving Costs
86. NeurIPS 2023Fast Online Changepoint Detection via Functional Pruning CUSUM Statistics
87. NeurIPS 2023Faster Relative Entropy Coding with Greedy Rejection Coding
88. NeurIPS 2023Feature Selection in the Contrastive Analysis Setting
89. NeurIPS 2023Finding Safe Zones of Markov Decision Processes Policies
90. NeurIPS 2023Follow-ups Also Matter: Improving Contextual Bandits via Post-serving Contexts
91. NeurIPS 2023Generalized Belief Transport
92. NeurIPS 2023Information Theoretic Lower Bounds for Information Theoretic Upper Bounds
93. NeurIPS 2023Learning in the Presence of Low-dimensional Structure: A Spiked Random Matrix Perspective
94. NeurIPS 2023Learning via Wasserstein-Based High Probability Generalisation Bounds
95. NeurIPS 2023Logarithmic-Regret Quantum Learning Algorithms for Zero-Sum Games
96. NeurIPS 2023Model-Free Reinforcement Learning with the Decision-Estimation Coefficient
97. NeurIPS 2023Multitask Learning with No Regret: from Improved Confidence Bounds to Active Learning
98. NeurIPS 2023Nash Regret Guarantees for Linear Bandits
99. NeurIPS 2023New Bounds for Hyperparameter Tuning of Regression Problems Across Instances
100. NeurIPS 2023No-regret Algorithms for Fair Resource Allocation

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。