自适应方法论文趋势 2023–2026

主要结论

• 自适应方法论文从 2023 年的 143 篇增长到 2026 年的 410 篇，三年间扩大到约 2.9 倍。
• NeurIPS 是发自适应方法论文最多的会议，2023–2026 年共 365 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是理论 · optimization：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 29 篇。
• 在「优化与缩放」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的缩放定律是 4.1 倍，自适应方法是 2.9 倍。

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

• NeurIPS 2026AcceleGrad#: Adaptive Geometry-Aware Acceleration
• ICML 2026Adaptive Bandit Algorithms for Contextual Matching Markets
• ICLR 2026Adaptive Width Neural Networks
• CVPR 2026Active Inference for Micro-Gesture Recognition EFE-Guided Temporal Sampling and Adaptive
• NeurIPS 2025AC-DiT: Adaptive Coordination Diffusion Transformer for Mobile Manipulation
• ICML 2025Adaptive Data Collection for Robust Learning Across Multiple Distributions
• ICLR 2025Adaptive Length Image Tokenization via Recurrent Allocation
• CVPR 2025A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts
• NeurIPS 2024Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization
• ICML 2024A New Linear Scaling Rule for Private Adaptive Hyperparameter Optimization
• ICLR 2024Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network
• CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
• NeurIPS 2023A Bounded Ability Estimation for Computerized Adaptive Testing
• ICML 2023A/B Testing in Network Data with Covariate-Adaptive Randomization
• ICLR 2023An Adaptive Policy to Employ Sharpness-Aware Minimization
• CVPR 2023Adaptive Annealing for Robust Geometric Estimation
• NeurIPS 2026AdapMatch: Adaptive Bias Decoupling for Semi-Supervised Partial Label Learning under Unknown Class Distributions
• ICML 2026Adaptive Batch Sizes Using Non-Euclidean Gradient Noise Scales for Stochastic Sign and Spectral Descent
• ICLR 2026ARMOR: High-Performance Semi-Structured Pruning via Adaptive Matrix Factorization
• CVPR 2026Adaptive Learned Image Compression with Graph Neural Networks

全部自适应方法论文

共 43 篇，第 1 / 1 页

1. CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
2. CVPR 2023AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning With Masked Autoencoders
3. CVPR 2023Adaptive Annealing for Robust Geometric Estimation
4. CVPR 2023Adaptive Assignment for Geometry Aware Local Feature Matching
5. CVPR 2023Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity
6. CVPR 2023Adaptive Data-Free Quantization
7. CVPR 2023Adaptive Global Decay Process for Event Cameras
8. CVPR 2023Adaptive Graph Convolutional Subspace Clustering
9. CVPR 2023Adaptive Human Matting for Dynamic Videos
10. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
11. CVPR 2023Adaptive Plasticity Improvement for Continual Learning
12. CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
13. CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
14. CVPR 2023Adaptive Spot-Guided Transformer for Consistent Local Feature Matching
15. CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
16. CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger
17. CVPR 2023Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation
18. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
19. CVPR 2023Class Adaptive Network Calibration
20. CVPR 2023Class Balanced Adaptive Pseudo Labeling for Federated Semi-Supervised Learning
21. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
22. CVPR 2023Cooperation or Competition: Avoiding Player Domination for Multi-Target Robustness via Adaptive Budgets
23. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
24. CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
25. CVPR 2023Energy-Efficient Adaptive 3D Sensing
26. CVPR 2023FrustumFormer: Adaptive Instance-Aware Resampling for Multi-View 3D Detection
27. CVPR 2023Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns
28. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
29. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
30. CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
31. CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain
32. CVPR 2023Meta-Learning With a Geometry-Adaptive Preconditioner
33. CVPR 2023MetaMix: Towards Corruption-Robust Continual Learning With Temporally Self-Adaptive Data Transformation
34. CVPR 2023MMVC: Learned Multi-Mode Video Compression With Block-Based Prediction Mode Selection and Density-Adaptive Entropy Coding
35. CVPR 2023MonoATT: Online Monocular 3D Object Detection With Adaptive Token Transformer
36. CVPR 2023NIRVANA: Neural Implicit Representations of Videos With Adaptive Networks and Autoregressive Patch-Wise Modeling
37. CVPR 2023ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients
38. CVPR 2023SCoDA: Domain Adaptive Shape Completion for Real Scans
39. CVPR 2023Source-Free Adaptive Gaze Estimation by Uncertainty Reduction
40. CVPR 2023Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures
41. CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
42. CVPR 2023Unsupervised Deep Asymmetric Stereo Matching With Spatially-Adaptive Self-Similarity
43. CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning

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。