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 15 / 21 页

  1. CVPR 2024Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training
  2. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
  3. CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
  4. CVPR 2024Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
  5. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
  6. CVPR 2024GAFusion: Adaptive Fusing LiDAR and Camera with Multiple Guidance for 3D Object Detection
  7. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
  8. CVPR 2024Improving Graph Contrastive Learning via Adaptive Positive Sampling
  9. CVPR 2024Instance-Adaptive and Geometric-Aware Keypoint Learning for Category-Level 6D Object Pose Estimation
  10. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
  11. CVPR 2024Locally Adaptive Neural 3D Morphable Models
  12. CVPR 2024Masked Spatial Propagation Network for Sparsity-Adaptive Depth Refinement
  13. CVPR 2024Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
  14. CVPR 2024NightCC: Nighttime Color Constancy via Adaptive Channel Masking
  15. CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
  16. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
  17. CVPR 2024PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis
  18. CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
  19. CVPR 2024Reconstruction-free Cascaded Adaptive Compressive Sensing
  20. CVPR 2024Scaffold-GS: Structured 3D Gaussians for View-Adaptive Rendering
  21. CVPR 2024Scene Adaptive Sparse Transformer for Event-based Object Detection
  22. CVPR 2024Selective-Stereo: Adaptive Frequency Information Selection for Stereo Matching
  23. CVPR 2024Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution
  24. CVPR 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Households
  25. CVPR 2024SmartRefine: A Scenario-Adaptive Refinement Framework for Efficient Motion Prediction
  26. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
  27. CVPR 2024Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning
  28. CVPR 2024Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary
  29. CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
  30. CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
  31. CVPR 2024Universal Novelty Detection Through Adaptive Contrastive Learning
  32. CVPR 2024ZERO-IG: Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images
  33. ICLR 2024AdaMerging: Adaptive Model Merging for Multi-Task Learning
  34. ICLR 2024Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts
  35. ICLR 2024Adaptive Federated Learning with Auto-Tuned Clients
  36. ICLR 2024Adaptive Instrument Design for Indirect Experiments
  37. ICLR 2024Adaptive Rational Activations to Boost Deep Reinforcement Learning
  38. ICLR 2024Adaptive Regret for Bandits Made Possible: Two Queries Suffice
  39. ICLR 2024Adaptive Window Pruning for Efficient Local Motion Deblurring
  40. ICLR 2024Adversarial Adaptive Sampling: Unify PINN and Optimal Transport for the Approximation of PDEs
  41. ICLR 2024ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning
  42. ICLR 2024Beyond Worst-case Attacks: Robust RL with Adaptive Defense via Non-dominated Policies
  43. ICLR 2024Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning
  44. ICLR 2024Efficient Backpropagation with Variance Controlled Adaptive Sampling
  45. ICLR 2024FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization
  46. ICLR 2024Generalization in diffusion models arises from geometry-adaptive harmonic representations
  47. ICLR 2024Implicit Maximum a Posteriori Filtering via Adaptive Optimization
  48. ICLR 2024Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network
  49. ICLR 2024Only Pay for What Is Uncertain: Variance-Adaptive Thompson Sampling
  50. ICLR 2024Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting

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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