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

365 papers, page 4 of 8

151. NeurIPS 2025Adaptive and Multi-scale Affinity Alignment for Hierarchical Contrastive Learning
152. NeurIPS 2025Adaptive Cannistraci-Hebb Network Automata Modelling of Complex Networks for Path-based Link Prediction
153. NeurIPS 2025Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
154. NeurIPS 2025Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls
155. NeurIPS 2025Adaptive Discretization for Consistency Models
156. NeurIPS 2025Adaptive Fission: Post-training Encoding for Low-latency Spike Neural Networks
157. NeurIPS 2025Adaptive Inference-Time Scaling via Cyclic Diffusion Search
158. NeurIPS 2025Adaptive Latent-Space Constraints in Personalized Federated Learning
159. NeurIPS 2025Adaptive Neighborhood-Constrained Q Learning for Offline Reinforcement Learning
160. NeurIPS 2025Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
161. NeurIPS 2025Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction
162. NeurIPS 2025Adaptive Re-calibration Learning for Balanced Multimodal Intention Recognition
163. NeurIPS 2025Adaptive Riemannian ADMM for Nonsmooth Optimization: Optimal Complexity without Smoothing
164. NeurIPS 2025Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling
165. NeurIPS 2025Adaptive Surrogate Gradients for Sequential Reinforcement Learning in Spiking Neural Networks
166. NeurIPS 2025Adaptive Time Encoding for Irregular Multivariate Time-Series Classification
167. NeurIPS 2025Adaptive Variance Inflation in Thompson Sampling: Efficiency, Safety, Robustness, and Beyond
168. NeurIPS 2025AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners
169. NeurIPS 2025AdmTree: Compressing Lengthy Context with Adaptive Semantic Trees
170. NeurIPS 2025An Adaptive Algorithm for Bilevel Optimization on Riemannian Manifolds
171. NeurIPS 2025An Adaptive Quantum Circuit of Dempster's Rule of Combination for Uncertain Pattern Classification
172. NeurIPS 2025APML: Adaptive Probabilistic Matching Loss for Robust 3D Point Cloud Reconstruction
173. NeurIPS 2025ARM: Adaptive Reasoning Model
174. NeurIPS 2025ASGO: Adaptive Structured Gradient Optimization
175. NeurIPS 2025Attribution-Driven Adaptive Token Pruning for Transformers
176. NeurIPS 2025Automatic Auxiliary Task Selection and Adaptive Weighting Boost Molecular Property Prediction
177. NeurIPS 2025Bandit Guided Submodular Curriculum for Adaptive Subset Selection
178. NeurIPS 2025Bootstrap Your Uncertainty: Adaptive Robust Classification Driven by Optimal-Transport
179. NeurIPS 2025Brain-Like Processing Pathways Form in Models With Heterogeneous Experts
180. NeurIPS 2025Bridging Expressivity and Scalability with Adaptive Unitary SSMs
181. NeurIPS 2025CAT: Content-Adaptive Image Tokenization
182. NeurIPS 2025Cognitive Predictive Processing: A Human-inspired Framework for Adaptive Exploration in Open-World Reinforcement Learning
183. NeurIPS 2025Consistency of the $k_n$-nearest neighbor rule under adaptive sampling
184. NeurIPS 2025Data-Adaptive Exposure Thresholds under Network Interference
185. NeurIPS 2025Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models
186. NeurIPS 2025DiEP: Adaptive Mixture-of-Experts Compression through Differentiable Expert Pruning
187. NeurIPS 2025Diffusion Models and the Manifold Hypothesis: Log-Domain Smoothing is Geometry Adaptive
188. NeurIPS 2025Distance Adaptive Beam Search for Provably Accurate Graph-Based Nearest Neighbor Search
189. NeurIPS 2025Dynamic Diameter in High-Dimensions against Adaptive Adversary and Beyond
190. NeurIPS 2025Efficient Adaptive Experimentation with Noncompliance
191. NeurIPS 2025Efficient Adaptive Federated Optimization
192. NeurIPS 2025Efficient RAW Image Deblurring with Adaptive Frequency Modulation
193. NeurIPS 2025Energy Landscape-Aware Vision Transformers: Layerwise Dynamics and Adaptive Task-Specific Training via Hopfield States
194. NeurIPS 2025Event-Guided Consistent Video Enhancement with Modality-Adaptive Diffusion Pipeline
195. NeurIPS 2025FAME: Adaptive Functional Attention with Expert Routing for Function-on-Function Regression
196. NeurIPS 2025Fast Local Search Algorithms for Clustering with Adaptive Sampling and Bandit Strategies
197. NeurIPS 2025FEAT: Free energy Estimators with Adaptive Transport
198. NeurIPS 2025FedSVD: Adaptive Orthogonalization for Private Federated Learning with LoRA
199. NeurIPS 2025Functional Complexity-adaptive Temporal Tensor Decomposition
200. NeurIPS 2025Generator-Mediated Bandits: Thompson Sampling for GenAI-Powered Adaptive Interventions

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.