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 224 篇，第 3 / 5 页

101. CVPR 2025AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning
102. CVPR 2025COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting
103. CVPR 2025Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
104. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
105. CVPR 2025DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework
106. CVPR 2025Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization
107. CVPR 2025FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client Vectors
108. CVPR 2025GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven
109. CVPR 2025HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery
110. CVPR 2025ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On
111. CVPR 2025Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection
112. CVPR 2025Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
113. CVPR 2025LOD-GS: Achieving Levels of Detail using Scalable Gaussian Soup
114. CVPR 2025LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences
115. CVPR 2025Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment
116. CVPR 2025MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
117. CVPR 2025MICAS: Multi-grained In-Context Adaptive Sampling for 3D Point Cloud Processing
118. CVPR 2025Mixture of Submodules for Domain Adaptive Person Search
119. CVPR 2025Multirate Neural Image Compression with Adaptive Lattice Vector Quantization
120. CVPR 2025PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution
121. CVPR 2025Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater
122. CVPR 2025Point Cloud Upsampling Using Conditional Diffusion Module with Adaptive Noise Suppression
123. CVPR 2025PromptHash:Affinity-Prompted Collaborative Cross-Modal Learning for Adaptive Hashing Retrieval
124. CVPR 2025Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
125. CVPR 2025Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation
126. CVPR 2025Sampling Innovation-Based Adaptive Compressive Sensing
127. CVPR 2025SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
128. CVPR 2025SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks
129. CVPR 2025Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model
130. CVPR 2025Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
131. CVPR 2025SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
132. CVPR 2025Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting
133. CVPR 2025Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning
134. CVPR 2025WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models
135. CVPR 2025When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach
136. CVPR 2024AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution
137. CVPR 2024Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
138. CVPR 2024Adaptive Fusion of Single-View and Multi-View Depth for Autonomous Driving
139. CVPR 2024Adaptive Hyper-graph Aggregation for Modality-Agnostic Federated Learning
140. CVPR 2024Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching
141. CVPR 2024Adaptive Random Feature Regularization on Fine-tuning Deep Neural Networks
142. CVPR 2024Adaptive Slot Attention: Object Discovery with Dynamic Slot Number
143. CVPR 2024Adaptive Softassign via Hadamard-Equipped Sinkhorn
144. CVPR 2024Adaptive VIO: Deep Visual-Inertial Odometry with Online Continual Learning
145. CVPR 2024AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
146. CVPR 2024AdaShift: Learning Discriminative Self-Gated Neural Feature Activation With an Adaptive Shift Factor
147. CVPR 2024Autoregressive Queries for Adaptive Tracking with Spatio-Temporal Transformers
148. CVPR 2024ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning of Heterogeneous Microscopy Images
149. CVPR 2024Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening
150. CVPR 2024Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training

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。