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

276 papers, page 4 of 6

151. ICML 2025On Efficient Estimation of Distributional Treatment Effects under Covariate-Adaptive Randomization
152. ICML 2025On the Learnability of Distribution Classes with Adaptive Adversaries
153. ICML 2025Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect
154. ICML 2025PANDAS: Improving Many-shot Jailbreaking via Positive Affirmation, Negative Demonstration, and Adaptive Sampling
155. ICML 2025Peripheral Memory for LLMs: Integration of Sequential Memory Banks with Adaptive Querying
156. ICML 2025Position: Beyond Assistance – Reimagining LLMs as Ethical and Adaptive Co-Creators in Mental Health Care
157. ICML 2025Prediction-Powered Adaptive Shrinkage Estimation
158. ICML 2025Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale
159. ICML 2025Prompt-to-Leaderboard: Prompt-Adaptive LLM Evaluations
160. ICML 2025Refining Adaptive Zeroth-Order Optimization at Ease
161. ICML 2025Robust Noise Attenuation via Adaptive Pooling of Transformer Outputs
162. ICML 2025Sassha: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation
163. ICML 2025Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling
164. ICML 2025Stronger Neyman Regret Guarantees for Adaptive Experimental Design
165. ICML 2025Structured Preconditioners in Adaptive Optimization: A Unified Analysis
166. ICML 2025Tracking Most Significant Shifts in Infinite-Armed Bandits
167. ICML 2025WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales
168. NeurIPS 2025A Driving-Style-Adaptive Framework for Vehicle Trajectory Prediction
169. NeurIPS 2025Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
170. NeurIPS 2025AC-DiT: Adaptive Coordination Diffusion Transformer for Mobile Manipulation
171. NeurIPS 2025Accelerated Distance-adaptive Methods for Hölder Smooth and Convex Optimization
172. NeurIPS 2025Accelerating Diffusion LLMs via Adaptive Parallel Decoding
173. NeurIPS 2025AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
174. NeurIPS 2025Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference
175. NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
176. NeurIPS 2025AdaLRS: Loss-Guided Adaptive Learning Rate Search for Efficient Foundation Model Pretraining
177. NeurIPS 2025Adam Reduces a Unique Form of Sharpness: Theoretical Insights Near the Minimizer Manifold
178. NeurIPS 2025AdaptGrad: Adaptive Sampling to Reduce Noise
179. NeurIPS 2025Adaptive Algorithms with Sharp Convergence Rates for Stochastic Hierarchical Optimization
180. NeurIPS 2025Adaptive and Multi-scale Affinity Alignment for Hierarchical Contrastive Learning
181. NeurIPS 2025Adaptive Cannistraci-Hebb Network Automata Modelling of Complex Networks for Path-based Link Prediction
182. NeurIPS 2025Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
183. NeurIPS 2025Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls
184. NeurIPS 2025Adaptive Discretization for Consistency Models
185. NeurIPS 2025Adaptive Fission: Post-training Encoding for Low-latency Spike Neural Networks
186. NeurIPS 2025Adaptive Inference-Time Scaling via Cyclic Diffusion Search
187. NeurIPS 2025Adaptive Latent-Space Constraints in Personalized Federated Learning
188. NeurIPS 2025Adaptive Neighborhood-Constrained Q Learning for Offline Reinforcement Learning
189. NeurIPS 2025Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
190. NeurIPS 2025Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction
191. NeurIPS 2025Adaptive Re-calibration Learning for Balanced Multimodal Intention Recognition
192. NeurIPS 2025Adaptive Riemannian ADMM for Nonsmooth Optimization: Optimal Complexity without Smoothing
193. NeurIPS 2025Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling
194. NeurIPS 2025Adaptive Surrogate Gradients for Sequential Reinforcement Learning in Spiking Neural Networks
195. NeurIPS 2025Adaptive Time Encoding for Irregular Multivariate Time-Series Classification
196. NeurIPS 2025Adaptive Variance Inflation in Thompson Sampling: Efficiency, Safety, Robustness, and Beyond
197. NeurIPS 2025AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners
198. NeurIPS 2025AdmTree: Compressing Lengthy Context with Adaptive Semantic Trees
199. NeurIPS 2025An Adaptive Algorithm for Bilevel Optimization on Riemannian Manifolds
200. NeurIPS 2025An Adaptive Quantum Circuit of Dempster's Rule of Combination for Uncertain Pattern Classification

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.