Adaptive Methods papers, 2023–2026

Key findings

• Adaptive Methods went from 143 papers in 2023 to 410 in 2026, roughly 2.9x in three years.
• NeurIPS publishes the most Adaptive Methods work: 365 papers from 2023 to 2026, 36% of the four-venue total.
• The fastest-growing overlap is with Theory · optimization: papers tagged with both rose from 1 in 2023 to 29 in 2026.
• Among the 5 topics under Optimization and Scaling, it ranks #3 by 2026 paper count; the fastest grower in the group, Scaling Laws, is up 4.1x versus 2.9x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Adaptive Methods papers

224 papers, page 4 of 5

151. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
152. CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
153. CVPR 2024Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
154. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
155. CVPR 2024GAFusion: Adaptive Fusing LiDAR and Camera with Multiple Guidance for 3D Object Detection
156. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
157. CVPR 2024Improving Graph Contrastive Learning via Adaptive Positive Sampling
158. CVPR 2024Instance-Adaptive and Geometric-Aware Keypoint Learning for Category-Level 6D Object Pose Estimation
159. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
160. CVPR 2024Locally Adaptive Neural 3D Morphable Models
161. CVPR 2024Masked Spatial Propagation Network for Sparsity-Adaptive Depth Refinement
162. CVPR 2024Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
163. CVPR 2024NightCC: Nighttime Color Constancy via Adaptive Channel Masking
164. CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
165. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
166. CVPR 2024PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis
167. CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
168. CVPR 2024Reconstruction-free Cascaded Adaptive Compressive Sensing
169. CVPR 2024Scaffold-GS: Structured 3D Gaussians for View-Adaptive Rendering
170. CVPR 2024Scene Adaptive Sparse Transformer for Event-based Object Detection
171. CVPR 2024Selective-Stereo: Adaptive Frequency Information Selection for Stereo Matching
172. CVPR 2024Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution
173. CVPR 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Households
174. CVPR 2024SmartRefine: A Scenario-Adaptive Refinement Framework for Efficient Motion Prediction
175. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
176. CVPR 2024Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning
177. CVPR 2024Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary
178. CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
179. CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
180. CVPR 2024Universal Novelty Detection Through Adaptive Contrastive Learning
181. CVPR 2024ZERO-IG: Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images
182. CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
183. CVPR 2023AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning With Masked Autoencoders
184. CVPR 2023Adaptive Annealing for Robust Geometric Estimation
185. CVPR 2023Adaptive Assignment for Geometry Aware Local Feature Matching
186. CVPR 2023Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity
187. CVPR 2023Adaptive Data-Free Quantization
188. CVPR 2023Adaptive Global Decay Process for Event Cameras
189. CVPR 2023Adaptive Graph Convolutional Subspace Clustering
190. CVPR 2023Adaptive Human Matting for Dynamic Videos
191. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
192. CVPR 2023Adaptive Plasticity Improvement for Continual Learning
193. CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
194. CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
195. CVPR 2023Adaptive Spot-Guided Transformer for Consistent Local Feature Matching
196. CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
197. CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger
198. CVPR 2023Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation
199. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
200. CVPR 2023Class Adaptive Network Calibration

FAQ

How many Adaptive Methods papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,012 in total: 143 in 2023, 183 in 2024, 276 in 2025, 410 in 2026.

How many Adaptive Methods papers are at NeurIPS 2026?

NeurIPS 2026 has 138 Adaptive Methods papers, versus 109 the year before.

How many Adaptive Methods papers are at ICLR 2026?

ICLR 2026 has 80 Adaptive Methods papers, versus 47 the year before.

How many Adaptive Methods papers are at ICML 2026?

ICML 2026 has 109 Adaptive Methods papers, versus 68 the year before.

How many Adaptive Methods papers are at CVPR 2026?

CVPR 2026 has 83 Adaptive Methods papers, versus 52 the year before.

Which conference publishes the most Adaptive Methods papers?

NeurIPS, with 365 papers from 2023 to 2026.