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 83 篇，第 1 / 2 页

1. CVPR 2026ACE-Merging Data-Free Model Merging with Adaptive Covariance Estimation
2. CVPR 2026Active Inference for Micro-Gesture Recognition EFE-Guided Temporal Sampling and Adaptive
3. CVPR 2026AdaDexTrack Dynamic Modulation for Adaptive and Generalizable Dexterous Manipulation Tracking
4. CVPR 2026AdaPrior Bayesian-Inspired Adaptive Prior Correction for Long-Tailed Continual Learning
5. CVPR 2026Adaptive 3D Perception for Small Aerial Targets Under Sparse Sampling
6. CVPR 2026Adaptive Bayesian Early-Exit Networks for Efficient Non-Transferable Learning
7. CVPR 2026Adaptive Capacity Autoregressive Visual Tracking
8. CVPR 2026Adaptive Data Augmentation with Multi-armed Bandit Sample-Efficient Embedding Calibration for
9. CVPR 2026Adaptive Depth Lightweight RGB-T Tracking with Holistic Token Routing
10. CVPR 2026Adaptive Learned Image Compression with Graph Neural Networks
11. CVPR 2026Adaptive Spatial-Temporal Window Unlocking the Potential of Event Cameras in
12. CVPR 2026Adaptive Spectral Feature Forecasting for Diffusion Sampling Acceleration
13. CVPR 2026Adaptive Video Distillation Mitigating Oversaturation and Temporal Collapse in Few-Step
14. CVPR 2026AdapTok Learning Adaptive and Temporally Causal Video Tokenization in a
15. CVPR 2026AdaRadar Rate Adaptive Spectral Compression for Radar-based Perception
16. CVPR 2026AdaSFormer Adaptive Serialized Transformers for Monocular Semantic Scene Completion from
17. CVPR 2026AdaSVD Singular Value Decomposition with Adaptive Mechanisms for Large Multimodal
18. CVPR 2026AHS Adaptive Head Synthesis via Synthetic Data Augmentations
19. CVPR 2026ANTS Adaptive Negative Textual Space Shaping for OOD Detection via
20. CVPR 2026ArtPro Self-Supervised Articulated Object Reconstruction with Adaptive Integration of Mobility
21. CVPR 2026AT-VLA Adaptive Tactile Injection for Enhanced Feedback Reaction in Vision-Language-Action
22. CVPR 2026BA-GS Bayesian Adaptive Gaussian Splatting for SFM-Free 3D Reconstruction
23. CVPR 2026Bootstrap Your Own AV-Proxies Adaptive Contrastive and Prototype Learning for
24. CVPR 2026CaReFlow Cyclic Adaptive Rectified Flow for Multimodal Fusion
25. CVPR 2026CLIP-like Model as a Foundational Density Ratio Estimator
26. CVPR 2026CMR-RD Long-Tailed Adaptive VLM for Explainable CMR Diagnosis
27. CVPR 2026Conflict-Aware Adaptive Cross-Reconstruction for Multimodal Sentiment Analysis
28. CVPR 2026Content-Adaptive Hierarchical Hyperprior for Neural Video Coding
29. CVPR 2026Counterfactual VLA Self-Reflective Vision-Language-Action Model with Adaptive Reasoning
30. CVPR 2026Cross from Left to Right Brain Adaptive Text Dreamer for
31. CVPR 2026Cross-View Distillation and Adaptive Masking for Incomplete Multi-View Multi-Label Classification
32. CVPR 2026Curriculum Group Policy Optimization Adaptive Sampling for Unleashing the Potential
33. CVPR 2026Designing Instance-Level Sampling Schedules via REINFORCE with James-Stein Shrinkage
34. CVPR 2026Differentiable Adaptive 4D Structured Illumination for Joint Capture of Shape
35. CVPR 2026Do Vision-Language Models Leak What They Learn Adaptive Token-Weighted Model
36. CVPR 2026Dual-Agent Reinforcement Learning for Adaptive and Cost-Aware Visual-Inertial Odometry
37. CVPR 2026Expert-Teacher-Student Collaborative Learning for Domain Adaptive Object Detection
38. CVPR 2026Fed-ADE Adaptive Learning Rate for Federated Post-adaptation under Distribution Shift
39. CVPR 2026FedAdamom Adaptive Momentum for Improved Generalization in Federated Optimization
40. CVPR 2026FedARA Resource-adaptive Low-rank Personalized Federated Learning via Anchor-driven Representation Alignment
41. CVPR 2026FilterGS Traversal-Free Parallel Filtering and Adaptive Shrinking for Large-Scale LoD
42. CVPR 2026FlashPortrait 6x Faster Infinite Portrait Animation with Adaptive Latent Prediction
43. CVPR 2026FluxMem Adaptive Hierarchical Memory for Streaming Video Understanding
44. CVPR 2026FRAMER Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for
45. CVPR 2026GH-NAF Grid-Adaptive Hash-Level-Attended Neural Attenuation Fields for Discrepancy-Aware CBCT
46. CVPR 2026Granulon Awakening Pixel-Level Visual Encoders with Adaptive Multi-Granularity Semantics for
47. CVPR 2026GraspALL Adaptive Structural Compensation from Illumination Variation for Robotic Garment
48. CVPR 2026Hierarchical Point-Patch Fusion with Adaptive Patch Codebook for 3D Shape
49. CVPR 2026HierUQ Hierarchical Uncertainty Quantification with Adaptive Granularity Reconciliation for Degraded
50. CVPR 2026iSHIFT Lightweight Slow-Fast GUI Agent with Adaptive Perception

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。