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

1,012 papers, page 12 of 21

551. ICML 2025GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models
552. ICML 2025Gradient Descent Converges Arbitrarily Fast for Logistic Regression via Large and Adaptive Stepsizes
553. ICML 2025Graph Adaptive Autoregressive Moving Average Models
554. ICML 2025Layer-wise Quantization for Quantized Optimistic Dual Averaging
555. ICML 2025Learning Adaptive Lighting via Channel-Aware Guidance
556. ICML 2025Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning
557. ICML 2025Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL
558. ICML 2025MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning
559. ICML 2025MARS: Unleashing the Power of Variance Reduction for Training Large Models
560. ICML 2025Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
561. ICML 2025On Efficient Estimation of Distributional Treatment Effects under Covariate-Adaptive Randomization
562. ICML 2025On the Learnability of Distribution Classes with Adaptive Adversaries
563. ICML 2025Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect
564. ICML 2025PANDAS: Improving Many-shot Jailbreaking via Positive Affirmation, Negative Demonstration, and Adaptive Sampling
565. ICML 2025Peripheral Memory for LLMs: Integration of Sequential Memory Banks with Adaptive Querying
566. ICML 2025Position: Beyond Assistance – Reimagining LLMs as Ethical and Adaptive Co-Creators in Mental Health Care
567. ICML 2025Prediction-Powered Adaptive Shrinkage Estimation
568. ICML 2025Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale
569. ICML 2025Prompt-to-Leaderboard: Prompt-Adaptive LLM Evaluations
570. ICML 2025Refining Adaptive Zeroth-Order Optimization at Ease
571. ICML 2025Robust Noise Attenuation via Adaptive Pooling of Transformer Outputs
572. ICML 2025Sassha: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation
573. ICML 2025Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling
574. ICML 2025Stronger Neyman Regret Guarantees for Adaptive Experimental Design
575. ICML 2025Structured Preconditioners in Adaptive Optimization: A Unified Analysis
576. ICML 2025Tracking Most Significant Shifts in Infinite-Armed Bandits
577. ICML 2025WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales
578. NeurIPS 2025A Driving-Style-Adaptive Framework for Vehicle Trajectory Prediction
579. NeurIPS 2025Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
580. NeurIPS 2025AC-DiT: Adaptive Coordination Diffusion Transformer for Mobile Manipulation
581. NeurIPS 2025Accelerated Distance-adaptive Methods for Hölder Smooth and Convex Optimization
582. NeurIPS 2025Accelerating Diffusion LLMs via Adaptive Parallel Decoding
583. NeurIPS 2025AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
584. NeurIPS 2025Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference
585. NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
586. NeurIPS 2025AdaLRS: Loss-Guided Adaptive Learning Rate Search for Efficient Foundation Model Pretraining
587. NeurIPS 2025Adam Reduces a Unique Form of Sharpness: Theoretical Insights Near the Minimizer Manifold
588. NeurIPS 2025AdaptGrad: Adaptive Sampling to Reduce Noise
589. NeurIPS 2025Adaptive Algorithms with Sharp Convergence Rates for Stochastic Hierarchical Optimization
590. NeurIPS 2025Adaptive and Multi-scale Affinity Alignment for Hierarchical Contrastive Learning
591. NeurIPS 2025Adaptive Cannistraci-Hebb Network Automata Modelling of Complex Networks for Path-based Link Prediction
592. NeurIPS 2025Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
593. NeurIPS 2025Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls
594. NeurIPS 2025Adaptive Discretization for Consistency Models
595. NeurIPS 2025Adaptive Fission: Post-training Encoding for Low-latency Spike Neural Networks
596. NeurIPS 2025Adaptive Inference-Time Scaling via Cyclic Diffusion Search
597. NeurIPS 2025Adaptive Latent-Space Constraints in Personalized Federated Learning
598. NeurIPS 2025Adaptive Neighborhood-Constrained Q Learning for Offline Reinforcement Learning
599. NeurIPS 2025Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
600. NeurIPS 2025Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction

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.