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 5 of 5

201. ICML 2024Discounted Adaptive Online Learning: Towards Better Regularization
202. ICML 2024DSD-DA: Distillation-based Source Debiasing for Domain Adaptive Object Detection
203. ICML 2024FADAS: Towards Federated Adaptive Asynchronous Optimization
204. ICML 2024Faster Adaptive Decentralized Learning Algorithms
205. ICML 2024Generalized Smooth Variational Inequalities: Methods with Adaptive Stepsizes
206. ICML 2024HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding
207. ICML 2024How Private are DP-SGD Implementations?
208. ICML 2024Learning Multiple Secrets in Mastermind
209. ICML 2024Learning with Adaptive Resource Allocation
210. ICML 2024MADA: Meta-Adaptive Optimizers Through Hyper-Gradient Descent
211. ICML 2024MoMo: Momentum Models for Adaptive Learning Rates
212. ICML 2024Multi-Factor Adaptive Vision Selection for Egocentric Video Question Answering
213. ICML 2024Navigating Scaling Laws: Compute Optimality in Adaptive Model Training
214. ICML 2024Neurodegenerative Brain Network Classification via Adaptive Diffusion with Temporal Regularization
215. ICML 2024On Gradient-like Explanation under a Black-box Setting: When Black-box Explanations Become as Good as White-box
216. ICML 2024On the Implicit Bias of Adam
217. ICML 2024One Size Fits All for Semantic Shifts: Adaptive Prompt Tuning for Continual Learning
218. ICML 2024Online Adaptive Anomaly Thresholding with Confidence Sequences
219. ICML 2024Overcoming the Optimizer's Curse: Obtaining Realistic Prescriptions from Neural Networks
220. ICML 2024PASOA- PArticle baSed Bayesian Optimal Adaptive design
221. ICML 2024PriorBoost: An Adaptive Algorithm for Learning from Aggregate Responses
222. ICML 2024Privacy Preserving Adaptive Experiment Design
223. ICML 2024Prodigy: An Expeditiously Adaptive Parameter-Free Learner
224. ICML 2024RODEO: Robust Outlier Detection via Exposing Adaptive Out-of-Distribution Samples
225. ICML 2024Small-loss Adaptive Regret for Online Convex Optimization
226. ICML 2024Smoothness Adaptive Hypothesis Transfer Learning
227. ICML 2024Studying K-FAC Heuristics by Viewing Adam through a Second-Order Lens
228. ICML 2024Unmasking Vulnerabilities: Cardinality Sketches under Adaptive Inputs
229. ICML 2023A/B Testing in Network Data with Covariate-Adaptive Randomization
230. ICML 2023Adaptive Annealed Importance Sampling with Constant Rate Progress
231. ICML 2023Adaptive Compositional Continual Meta-Learning
232. ICML 2023Adaptive Computation with Elastic Input Sequence
233. ICML 2023Adaptive Coordination in Social Embodied Rearrangement
234. ICML 2023Adaptive Estimation of Graphical Models under Total Positivity
235. ICML 2023Adaptive IMLE for Few-shot Pretraining-free Generative Modelling
236. ICML 2023Adaptive Whitening in Neural Populations with Gain-modulating Interneurons
237. ICML 2023Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm
238. ICML 2023Bidirectional Looking with A Novel Double Exponential Moving Average to Adaptive and Non-adaptive Momentum Optimizers
239. ICML 2023Emergence of Adaptive Circadian Rhythms in Deep Reinforcement Learning
240. ICML 2023Facial Expression Recognition with Adaptive Frame Rate based on Multiple Testing Correction
241. ICML 2023Fully-Adaptive Composition in Differential Privacy
242. ICML 2023Improved Online Conformal Prediction via Strongly Adaptive Online Learning
243. ICML 2023Learning Rate Schedules in the Presence of Distribution Shift
244. ICML 2023LipsNet: A Smooth and Robust Neural Network with Adaptive Lipschitz Constant for High Accuracy Optimal Control
245. ICML 2023Lookahead When It Matters: Adaptive Non-causal Transformers for Streaming Neural Transducers
246. ICML 2023Non-asymptotic Properties of Individualized Treatment Rules from Sequentially Rule-Adaptive Trials
247. ICML 2023On the Convergence Rates of Policy Gradient Methods
248. ICML 2023Shedding a PAC-Bayesian Light on Adaptive Sliced-Wasserstein Distances
249. ICML 2023Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables
250. ICML 2023Uncertainty Estimation for Molecules: Desiderata and Methods

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.