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

250 papers, page 4 of 5

151. ICML 2025GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models
152. ICML 2025Gradient Descent Converges Arbitrarily Fast for Logistic Regression via Large and Adaptive Stepsizes
153. ICML 2025Graph Adaptive Autoregressive Moving Average Models
154. ICML 2025Layer-wise Quantization for Quantized Optimistic Dual Averaging
155. ICML 2025Learning Adaptive Lighting via Channel-Aware Guidance
156. ICML 2025Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning
157. ICML 2025Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL
158. ICML 2025MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning
159. ICML 2025MARS: Unleashing the Power of Variance Reduction for Training Large Models
160. ICML 2025Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
161. ICML 2025On Efficient Estimation of Distributional Treatment Effects under Covariate-Adaptive Randomization
162. ICML 2025On the Learnability of Distribution Classes with Adaptive Adversaries
163. ICML 2025Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect
164. ICML 2025PANDAS: Improving Many-shot Jailbreaking via Positive Affirmation, Negative Demonstration, and Adaptive Sampling
165. ICML 2025Peripheral Memory for LLMs: Integration of Sequential Memory Banks with Adaptive Querying
166. ICML 2025Position: Beyond Assistance – Reimagining LLMs as Ethical and Adaptive Co-Creators in Mental Health Care
167. ICML 2025Prediction-Powered Adaptive Shrinkage Estimation
168. ICML 2025Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale
169. ICML 2025Prompt-to-Leaderboard: Prompt-Adaptive LLM Evaluations
170. ICML 2025Refining Adaptive Zeroth-Order Optimization at Ease
171. ICML 2025Robust Noise Attenuation via Adaptive Pooling of Transformer Outputs
172. ICML 2025Sassha: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation
173. ICML 2025Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling
174. ICML 2025Stronger Neyman Regret Guarantees for Adaptive Experimental Design
175. ICML 2025Structured Preconditioners in Adaptive Optimization: A Unified Analysis
176. ICML 2025Tracking Most Significant Shifts in Infinite-Armed Bandits
177. ICML 2025WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales
178. ICML 2024A New Linear Scaling Rule for Private Adaptive Hyperparameter Optimization
179. ICML 2024A Unified Adaptive Testing System Enabled by Hierarchical Structure Search
180. ICML 2024Active Adaptive Experimental Design for Treatment Effect Estimation with Covariate Choice
181. ICML 2024Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models
182. ICML 2024Adaptive Accompaniment with ReaLchords
183. ICML 2024Adaptive Advantage-Guided Policy Regularization for Offline Reinforcement Learning
184. ICML 2024Adaptive Conformal Inference by Betting
185. ICML 2024Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity
186. ICML 2024Adaptive Group Personalization for Federated Mutual Transfer Learning
187. ICML 2024Adaptive Hierarchical Certification for Segmentation using Randomized Smoothing
188. ICML 2024Adaptive Horizon Actor-Critic for Policy Learning in Contact-Rich Differentiable Simulation
189. ICML 2024Adaptive Observation Cost Control for Variational Quantum Eigensolvers
190. ICML 2024Adaptive Proximal Gradient Methods Are Universal Without Approximation
191. ICML 2024Adaptive Robust Learning using Latent Bernoulli Variables
192. ICML 2024Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction
193. ICML 2024Adaptive Text Watermark for Large Language Models
194. ICML 2024Adaptive-Gradient Policy Optimization: Enhancing Policy Learning in Non-Smooth Differentiable Simulations
195. ICML 2024AMPA: Adaptive Mixed Precision Allocation for Low-Bit Integer Training
196. ICML 2024APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference
197. ICML 2024Breadth-First Exploration on Adaptive Grid for Reinforcement Learning
198. ICML 2024Can We Remove the Square-Root in Adaptive Gradient Methods? A Second-Order Perspective
199. ICML 2024Conformalized Adaptive Forecasting of Heterogeneous Trajectories
200. ICML 2024Coprocessor Actor Critic: A Model-Based Reinforcement Learning Approach For Adaptive Brain Stimulation

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.