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 1,012 篇，第 18 / 21 页

  1. NeurIPS 2024Localized Adaptive Risk Control
  2. NeurIPS 2024MAGNET: Improving the Multilingual Fairness of Language Models with Adaptive Gradient-Based Tokenization
  3. NeurIPS 2024MicroAdam: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence
  4. NeurIPS 2024Mixture of Scales: Memory-Efficient Token-Adaptive Binarization for Large Language Models
  5. NeurIPS 2024Optimal and Approximate Adaptive Stochastic Quantization
  6. NeurIPS 2024Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning
  7. NeurIPS 2024Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs
  8. NeurIPS 2024Regularized Adaptive Momentum Dual Averaging with an Efficient Inexact Subproblem Solver for Training Structured Neural Network
  9. NeurIPS 2024Remove that Square Root: A New Efficient Scale-Invariant Version of AdaGrad
  10. NeurIPS 2024Score-Optimal Diffusion Schedules
  11. NeurIPS 2024Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization
  12. NeurIPS 2024Semi-Random Matrix Completion via Flow-Based Adaptive Reweighting
  13. NeurIPS 2024Sparsity-Agnostic Linear Bandits with Adaptive Adversaries
  14. NeurIPS 2024Spiking Neural Network as Adaptive Event Stream Slicer
  15. NeurIPS 2024SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation
  16. NeurIPS 2024The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms
  17. NeurIPS 2024Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits
  18. NeurIPS 2024Training-Free Adaptive Diffusion with Bounded Difference Approximation Strategy
  19. NeurIPS 2024Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes
  20. CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
  21. CVPR 2023AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning With Masked Autoencoders
  22. CVPR 2023Adaptive Annealing for Robust Geometric Estimation
  23. CVPR 2023Adaptive Assignment for Geometry Aware Local Feature Matching
  24. CVPR 2023Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity
  25. CVPR 2023Adaptive Data-Free Quantization
  26. CVPR 2023Adaptive Global Decay Process for Event Cameras
  27. CVPR 2023Adaptive Graph Convolutional Subspace Clustering
  28. CVPR 2023Adaptive Human Matting for Dynamic Videos
  29. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
  30. CVPR 2023Adaptive Plasticity Improvement for Continual Learning
  31. CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
  32. CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
  33. CVPR 2023Adaptive Spot-Guided Transformer for Consistent Local Feature Matching
  34. CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
  35. CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger
  36. CVPR 2023Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation
  37. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
  38. CVPR 2023Class Adaptive Network Calibration
  39. CVPR 2023Class Balanced Adaptive Pseudo Labeling for Federated Semi-Supervised Learning
  40. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
  41. CVPR 2023Cooperation or Competition: Avoiding Player Domination for Multi-Target Robustness via Adaptive Budgets
  42. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
  43. CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
  44. CVPR 2023Energy-Efficient Adaptive 3D Sensing
  45. CVPR 2023FrustumFormer: Adaptive Instance-Aware Resampling for Multi-View 3D Detection
  46. CVPR 2023Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns
  47. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
  48. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
  49. CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
  50. CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain

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。

「优化与缩放」下的其他主题