自适应方法论文趋势 2023–2026

Adam 类与调度

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,012 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

自适应方法论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202354242243143
202464225146183
2025109476852276
20261388010983410

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

全部自适应方法论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 54 篇，第 1 / 2 页

  1. NeurIPS 2023[Re] Hierarchical Shrinkage: Improving the Accuracy and Interpretability of Tree-Based Methods
  2. NeurIPS 2023A Bounded Ability Estimation for Computerized Adaptive Testing
  3. NeurIPS 2023AdANNS: A Framework for Adaptive Semantic Search
  4. NeurIPS 2023AdaPlanner: Adaptive Planning from Feedback with Language Models
  5. NeurIPS 2023Adaptive Algorithms for Relaxed Pareto Set Identification
  6. NeurIPS 2023Adaptive Contextual Perception: How To Generalize To New Backgrounds and Ambiguous Objects
  7. NeurIPS 2023Adaptive Linear Estimating Equations
  8. NeurIPS 2023Adaptive Online Replanning with Diffusion Models
  9. NeurIPS 2023Adaptive Privacy Composition for Accuracy-first Mechanisms
  10. NeurIPS 2023Adaptive SGD with Polyak stepsize and Line-search: Robust Convergence and Variance Reduction
  11. NeurIPS 2023Adaptive Test-Time Personalization for Federated Learning
  12. NeurIPS 2023Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds
  13. NeurIPS 2023Adaptive whitening with fast gain modulation and slow synaptic plasticity
  14. NeurIPS 2023AGD: an Auto-switchable Optimizer using Stepwise Gradient Difference for Preconditioning Matrix
  15. NeurIPS 2023AMDP: An Adaptive Detection Procedure for False Discovery Rate Control in High-Dimensional Mediation Analysis
  16. NeurIPS 2023Bayes beats Cross Validation: Efficient and Accurate Ridge Regression via Expectation Maximization
  17. NeurIPS 2023BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level Optimization
  18. NeurIPS 2023Block Broyden's Methods for Solving Nonlinear Equations
  19. NeurIPS 2023Block Coordinate Plug-and-Play Methods for Blind Inverse Problems
  20. NeurIPS 2023Block-Coordinate Methods and Restarting for Solving Extensive-Form Games
  21. NeurIPS 2023Byzantine-Tolerant Methods for Distributed Variational Inequalities
  22. NeurIPS 2023Closing the gap between the upper bound and lower bound of Adam's iteration complexity
  23. NeurIPS 2023Convergence of Adam Under Relaxed Assumptions
  24. NeurIPS 2023Covariance-adaptive best arm identification
  25. NeurIPS 2023Dynamic Personalized Federated Learning with Adaptive Differential Privacy
  26. NeurIPS 2023Fair Adaptive Experiments
  27. NeurIPS 2023FAMO: Fast Adaptive Multitask Optimization
  28. NeurIPS 2023Fast Projected Newton-like Method for Precision Matrix Estimation under Total Positivity
  29. NeurIPS 2023HASSOD: Hierarchical Adaptive Self-Supervised Object Detection
  30. NeurIPS 2023How Does Adaptive Optimization Impact Local Neural Network Geometry?
  31. NeurIPS 2023IDEA: An Invariant Perspective for Efficient Domain Adaptive Image Retrieval
  32. NeurIPS 2023Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise
  33. NeurIPS 2023Improving Robustness with Adaptive Weight Decay
  34. NeurIPS 2023Last-Iterate Convergent Policy Gradient Primal-Dual Methods for Constrained MDPs
  35. NeurIPS 2023Learning Adaptive Tensorial Density Fields for Clean Cryo-ET Reconstruction
  36. NeurIPS 2023Local Convergence of Gradient Methods for Min-Max Games: Partial Curvature Generically Suffices
  37. NeurIPS 2023Lower Bounds on Adaptive Sensing for Matrix Recovery
  38. NeurIPS 2023NAS-X: Neural Adaptive Smoothing via Twisting
  39. NeurIPS 2023Noise-Adaptive Thompson Sampling for Linear Contextual Bandits
  40. NeurIPS 2023Optimal Preconditioning and Fisher Adaptive Langevin Sampling
  41. NeurIPS 2023Oracle Complexity of Single-Loop Switching Subgradient Methods for Non-Smooth Weakly Convex Functional Constrained Optimization
  42. NeurIPS 2023Projection-Free Methods for Solving Nonconvex-Concave Saddle Point Problems
  43. NeurIPS 2023Projection-Free Methods for Stochastic Simple Bilevel Optimization with Convex Lower-level Problem
  44. NeurIPS 2023QuIP: 2-Bit Quantization of Large Language Models With Guarantees
  45. NeurIPS 2023Searching for Optimal Per-Coordinate Step-sizes with Multidimensional Backtracking
  46. NeurIPS 2023Smooth Flipping Probability for Differential Private Sign Random Projection Methods
  47. NeurIPS 2023Stability-penalty-adaptive follow-the-regularized-leader: Sparsity, game-dependency, and best-of-both-worlds
  48. NeurIPS 2023Statistical Limits of Adaptive Linear Models: Low-Dimensional Estimation and Inference
  49. NeurIPS 2023Swarm Reinforcement Learning for Adaptive Mesh Refinement
  50. NeurIPS 2023Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning

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 查自适应方法在 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": "adaptive-methods"}

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自适应方法论文？
共 1,012 篇，按年份分别是 2023 年 143 篇、2024 年 183 篇、2025 年 276 篇、2026 年 410 篇。
NeurIPS 2026 有多少篇自适应方法论文？
NeurIPS 2026 有 138 篇自适应方法论文，上一届是 109 篇。
ICLR 2026 有多少篇自适应方法论文？
ICLR 2026 有 80 篇自适应方法论文，上一届是 47 篇。
ICML 2026 有多少篇自适应方法论文？
ICML 2026 有 109 篇自适应方法论文，上一届是 68 篇。
CVPR 2026 有多少篇自适应方法论文？
CVPR 2026 有 83 篇自适应方法论文，上一届是 52 篇。
哪个会议的自适应方法论文最多？
NeurIPS，2023–2026 年共 365 篇。

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