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 46 篇，第 1 / 1 页

1. CVPR 2024AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution
2. CVPR 2024Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
3. CVPR 2024Adaptive Fusion of Single-View and Multi-View Depth for Autonomous Driving
4. CVPR 2024Adaptive Hyper-graph Aggregation for Modality-Agnostic Federated Learning
5. CVPR 2024Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching
6. CVPR 2024Adaptive Random Feature Regularization on Fine-tuning Deep Neural Networks
7. CVPR 2024Adaptive Slot Attention: Object Discovery with Dynamic Slot Number
8. CVPR 2024Adaptive Softassign via Hadamard-Equipped Sinkhorn
9. CVPR 2024Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning
10. CVPR 2024AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
11. CVPR 2024AdaShift: Learning Discriminative Self-Gated Neural Feature Activation With an Adaptive Shift Factor
12. CVPR 2024Autoregressive Queries for Adaptive Tracking with Spatio-Temporal Transformers
13. CVPR 2024ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning of Heterogeneous Microscopy Images
14. CVPR 2024Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening
15. CVPR 2024Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training
16. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
17. CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
18. CVPR 2024Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
19. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
20. CVPR 2024GAFusion: Adaptive Fusing LiDAR and Camera with Multiple Guidance for 3D Object Detection
21. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
22. CVPR 2024Improving Graph Contrastive Learning via Adaptive Positive Sampling
23. CVPR 2024Instance-Adaptive and Geometric-Aware Keypoint Learning for Category-Level 6D Object Pose Estimation
24. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
25. CVPR 2024Locally Adaptive Neural 3D Morphable Models
26. CVPR 2024Masked Spatial Propagation Network for Sparsity-Adaptive Depth Refinement
27. CVPR 2024Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
28. CVPR 2024NightCC: Nighttime Color Constancy via Adaptive Channel Masking
29. CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
30. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
31. CVPR 2024PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis
32. CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
33. CVPR 2024Reconstruction-free Cascaded Adaptive Compressive Sensing
34. CVPR 2024Scaffold-GS: Structured 3D Gaussians for View-Adaptive Rendering
35. CVPR 2024Scene Adaptive Sparse Transformer for Event-based Object Detection
36. CVPR 2024Selective-Stereo: Adaptive Frequency Information Selection for Stereo Matching
37. CVPR 2024Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution
38. CVPR 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Households
39. CVPR 2024SmartRefine: A Scenario-Adaptive Refinement Framework for Efficient Motion Prediction
40. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
41. CVPR 2024Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning
42. CVPR 2024Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary
43. CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
44. CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
45. CVPR 2024Universal Novelty Detection Through Adaptive Contrastive Learning
46. CVPR 2024ZERO-IG: Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images

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。