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 19 / 21 页

  1. CVPR 2023Meta-Learning With a Geometry-Adaptive Preconditioner
  2. CVPR 2023MetaMix: Towards Corruption-Robust Continual Learning With Temporally Self-Adaptive Data Transformation
  3. CVPR 2023MMVC: Learned Multi-Mode Video Compression With Block-Based Prediction Mode Selection and Density-Adaptive Entropy Coding
  4. CVPR 2023MonoATT: Online Monocular 3D Object Detection With Adaptive Token Transformer
  5. CVPR 2023NIRVANA: Neural Implicit Representations of Videos With Adaptive Networks and Autoregressive Patch-Wise Modeling
  6. CVPR 2023ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients
  7. CVPR 2023SCoDA: Domain Adaptive Shape Completion for Real Scans
  8. CVPR 2023Source-Free Adaptive Gaze Estimation by Uncertainty Reduction
  9. CVPR 2023Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures
  10. CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
  11. CVPR 2023Unsupervised Deep Asymmetric Stereo Matching With Spatially-Adaptive Self-Similarity
  12. CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning
  13. ICLR 2023Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning
  14. ICLR 2023Adaptive Optimization in the $\infty$-Width Limit
  15. ICLR 2023An Adaptive Policy to Employ Sharpness-Aware Minimization
  16. ICLR 2023Boosting Causal Discovery via Adaptive Sample Reweighting
  17. ICLR 2023Continual Pre-training of Language Models
  18. ICLR 2023Deep Learning meets Nonparametric Regression: Are Weight-Decayed DNNs Locally Adaptive?
  19. ICLR 2023Differentially Private Adaptive Optimization with Delayed Preconditioners
  20. ICLR 2023Diffusion-GAN: Training GANs with Diffusion
  21. ICLR 2023Distributed Extra-gradient with Optimal Complexity and Communication Guarantees
  22. ICLR 2023DySR: Adaptive Super-Resolution via Algorithm and System Co-design
  23. ICLR 2023Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search
  24. ICLR 2023FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning
  25. ICLR 2023Imbalanced Semi-supervised Learning with Bias Adaptive Classifier
  26. ICLR 2023Is Adversarial Training Really a Silver Bullet for Mitigating Data Poisoning?
  27. ICLR 2023MaskFusion: Feature Augmentation for Click-Through Rate Prediction via Input-adaptive Mask Fusion
  28. ICLR 2023Maximizing Communication Efficiency for Large-scale Training via 0/1 Adam
  29. ICLR 2023Neural ePDOs: Spatially Adaptive Equivariant Partial Differential Operator Based Networks
  30. ICLR 2023Noise Is Not the Main Factor Behind the Gap Between Sgd and Adam on Transformers, But Sign Descent Might Be
  31. ICLR 2023Pruning Deep Neural Networks from a Sparsity Perspective
  32. ICLR 2023Robust Algorithms on Adaptive Inputs from Bounded Adversaries
  33. ICLR 2023SP2 : A Second Order Stochastic Polyak Method
  34. ICLR 2023TiAda: A Time-scale Adaptive Algorithm for Nonconvex Minimax Optimization
  35. ICLR 2023When to Make and Break Commitments?
  36. ICLR 2023Win: Weight-Decay-Integrated Nesterov Acceleration for Adaptive Gradient Algorithms
  37. ICML 2023A/B Testing in Network Data with Covariate-Adaptive Randomization
  38. ICML 2023Adaptive Annealed Importance Sampling with Constant Rate Progress
  39. ICML 2023Adaptive Compositional Continual Meta-Learning
  40. ICML 2023Adaptive Computation with Elastic Input Sequence
  41. ICML 2023Adaptive Coordination in Social Embodied Rearrangement
  42. ICML 2023Adaptive Estimation of Graphical Models under Total Positivity
  43. ICML 2023Adaptive IMLE for Few-shot Pretraining-free Generative Modelling
  44. ICML 2023Adaptive Whitening in Neural Populations with Gain-modulating Interneurons
  45. ICML 2023Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm
  46. ICML 2023Bidirectional Looking with A Novel Double Exponential Moving Average to Adaptive and Non-adaptive Momentum Optimizers
  47. ICML 2023Emergence of Adaptive Circadian Rhythms in Deep Reinforcement Learning
  48. ICML 2023Facial Expression Recognition with Adaptive Frame Rate based on Multiple Testing Correction
  49. ICML 2023Fully-Adaptive Composition in Differential Privacy
  50. ICML 2023Improved Online Conformal Prediction via Strongly Adaptive Online 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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