理论 · online learning论文趋势 2023–2026

学习理论及相关：online_learning

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 763 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

理论 · online learning论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202310117397164
202416913348224
20258918744185
20266827869190

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

全部理论 · online learning论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 68 篇，第 1 / 2 页

  1. NeurIPS 2026A Compass for Useful Data: Online Data Selection via Alignment-Gated Fisher Geometry
  2. NeurIPS 2026A Single-Sample Polylogarithmic Regret Bound for Nonstationary Online Linear Programming
  3. NeurIPS 2026A Theory of Adversary-Directed Online Learning
  4. NeurIPS 2026A Theory of Online Learning with Autoregressive Chain-of-Thought Reasoning
  5. NeurIPS 2026Adaptive Calibration in Non-Stationary Environments
  6. NeurIPS 2026Agnostic Online Learning with Reliable Abstention
  7. NeurIPS 2026BAT3R: Robust Online 3D Reconstruction with Bayesian Adaptive State Updates
  8. NeurIPS 2026Beyond Row Alignment: Virtual-Camera-Aware Online Stereo Rectification
  9. NeurIPS 2026Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations
  10. NeurIPS 2026Bilinear Matching Bandits
  11. NeurIPS 2026Curvature-Dependent Lower Bounds for Riemannian Online Convex Optimization
  12. NeurIPS 2026Deployment-Time Online Imitation Learning from Corrective Demonstrations
  13. NeurIPS 2026Direction-Aware Offline-to-Online Learning in Linear Contextual Bandits
  14. NeurIPS 2026Evidence Guided Dual Expert Memory with Joint Routing for VLLMs Online Correction
  15. NeurIPS 2026Filtered-Trace Online Variational Training for Probabilistic Spiking Neural Networks
  16. NeurIPS 2026First-Order Regret for Online Convex Optimization with Memory and Online Nonstochastic Control
  17. NeurIPS 2026Flux: Online, Fine-Grained Data Scheduling for Training Machine Learning Interatomic Potentials
  18. NeurIPS 2026From Generic to Dedicated: A Novel Optimizer for Online Continual Learning
  19. NeurIPS 2026From POMDP Theory to Deep RL with Particle Filters
  20. NeurIPS 2026Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice
  21. NeurIPS 2026GHOST: Geometry-Hierarchical Online Streaming Token Eviction for Efficient 3D Reconstruction
  22. NeurIPS 2026HALO-VGGT: Heterogeneity-Aware Lightweight Online Compression Allocator for Efficient VGGT
  23. NeurIPS 2026High Probability Risk Control for Online Policy Learning
  24. NeurIPS 2026Improved Algorithms for Online Classification with Surrogate Losses
  25. NeurIPS 2026Instance-Adaptive Online Multicalibration
  26. NeurIPS 2026Learning to Price with Persuasion
  27. NeurIPS 2026Learning-Augmented Online Portfolio Selection: Optimal Robustness-Consistency Tradeoffs
  28. NeurIPS 2026Learning-Augmented Online Scheduling with Parsimonious Preemption
  29. NeurIPS 2026Lyapunov-Driven Optimistic Learning for Online Scheduling with Multi-Stage Tasks
  30. NeurIPS 2026MIST: Reliable Streaming Decision Trees for Online Class-Incremental Learning via McDiarmid Bound
  31. NeurIPS 2026Mitigating Compounding Errors in Online Reinforcement Learning via Optimal Transport Regularized Flow Matching
  32. NeurIPS 2026Mixture-of-Experts for Online Matrix Completion on a Drifting Union of Subspaces
  33. NeurIPS 2026MonoChunk3D: Monocular Online 3D Instance Segmentation with Persistent Instance States
  34. NeurIPS 2026Non-Asymptotic Best Policy Identification Guarantees in Online Reinforcement Learning
  35. NeurIPS 2026Online Bayesian Recalibration of Brain–Computer Interfaces with Language Model Potentials
  36. NeurIPS 2026Online Control with Multiple Sensors
  37. NeurIPS 2026Online Data Selection for Instruction Tuning via Gaussian Processes
  38. NeurIPS 2026Online Decision-Focused Learning under Semi-Bandit Feedback
  39. NeurIPS 2026Online Directional Regression for Streaming Sufficient Dimension Reduction
  40. NeurIPS 2026Online Evaluation of LLMs via Dyadic Designs
  41. NeurIPS 2026Online Fair Division Meets Reordering Buffers
  42. NeurIPS 2026Online Learning in Stabilized Linear Dynamical Games with Adversarial Disturbances
  43. NeurIPS 2026Online Learning via Learned Latent Bayesian Tracking
  44. NeurIPS 2026Online Localized Conformal Prediction
  45. NeurIPS 2026Online Minimum Description Length Passive-Aggressive Algorithms
  46. NeurIPS 2026Online Quantile Omniprediction for Proper Losses
  47. NeurIPS 2026Online Resource Allocation With General Constraints
  48. NeurIPS 2026Online Set Learning from Precision and Recall Feedback
  49. NeurIPS 2026Optimal Recalibration of an Online Predictor
  50. NeurIPS 2026Oracle-Robust Online Alignment for Large Language Models

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查理论 · online learning在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "theory-online-learning"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

「理论与统计」下的其他主题