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 19 of 21

901. CVPR 2023Meta-Learning With a Geometry-Adaptive Preconditioner
902. CVPR 2023MetaMix: Towards Corruption-Robust Continual Learning With Temporally Self-Adaptive Data Transformation
903. CVPR 2023MMVC: Learned Multi-Mode Video Compression With Block-Based Prediction Mode Selection and Density-Adaptive Entropy Coding
904. CVPR 2023MonoATT: Online Monocular 3D Object Detection With Adaptive Token Transformer
905. CVPR 2023NIRVANA: Neural Implicit Representations of Videos With Adaptive Networks and Autoregressive Patch-Wise Modeling
906. CVPR 2023ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients
907. CVPR 2023SCoDA: Domain Adaptive Shape Completion for Real Scans
908. CVPR 2023Source-Free Adaptive Gaze Estimation by Uncertainty Reduction
909. CVPR 2023Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures
910. CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
911. CVPR 2023Unsupervised Deep Asymmetric Stereo Matching With Spatially-Adaptive Self-Similarity
912. CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning
913. ICLR 2023Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning
914. ICLR 2023Adaptive Optimization in the $\infty$-Width Limit
915. ICLR 2023An Adaptive Policy to Employ Sharpness-Aware Minimization
916. ICLR 2023Boosting Causal Discovery via Adaptive Sample Reweighting
917. ICLR 2023Continual Pre-training of Language Models
918. ICLR 2023Deep Learning meets Nonparametric Regression: Are Weight-Decayed DNNs Locally Adaptive?
919. ICLR 2023Differentially Private Adaptive Optimization with Delayed Preconditioners
920. ICLR 2023Diffusion-GAN: Training GANs with Diffusion
921. ICLR 2023Distributed Extra-gradient with Optimal Complexity and Communication Guarantees
922. ICLR 2023DySR: Adaptive Super-Resolution via Algorithm and System Co-design
923. ICLR 2023Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search
924. ICLR 2023FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning
925. ICLR 2023Imbalanced Semi-supervised Learning with Bias Adaptive Classifier
926. ICLR 2023Is Adversarial Training Really a Silver Bullet for Mitigating Data Poisoning?
927. ICLR 2023MaskFusion: Feature Augmentation for Click-Through Rate Prediction via Input-adaptive Mask Fusion
928. ICLR 2023Maximizing Communication Efficiency for Large-scale Training via 0/1 Adam
929. ICLR 2023Neural ePDOs: Spatially Adaptive Equivariant Partial Differential Operator Based Networks
930. ICLR 2023Noise Is Not the Main Factor Behind the Gap Between Sgd and Adam on Transformers, But Sign Descent Might Be
931. ICLR 2023Pruning Deep Neural Networks from a Sparsity Perspective
932. ICLR 2023Robust Algorithms on Adaptive Inputs from Bounded Adversaries
933. ICLR 2023SP2 : A Second Order Stochastic Polyak Method
934. ICLR 2023TiAda: A Time-scale Adaptive Algorithm for Nonconvex Minimax Optimization
935. ICLR 2023When to Make and Break Commitments?
936. ICLR 2023Win: Weight-Decay-Integrated Nesterov Acceleration for Adaptive Gradient Algorithms
937. ICML 2023A/B Testing in Network Data with Covariate-Adaptive Randomization
938. ICML 2023Adaptive Annealed Importance Sampling with Constant Rate Progress
939. ICML 2023Adaptive Compositional Continual Meta-Learning
940. ICML 2023Adaptive Computation with Elastic Input Sequence
941. ICML 2023Adaptive Coordination in Social Embodied Rearrangement
942. ICML 2023Adaptive Estimation of Graphical Models under Total Positivity
943. ICML 2023Adaptive IMLE for Few-shot Pretraining-free Generative Modelling
944. ICML 2023Adaptive Whitening in Neural Populations with Gain-modulating Interneurons
945. ICML 2023Addressing Budget Allocation and Revenue Allocation in Data Market Environments Using an Adaptive Sampling Algorithm
946. ICML 2023Bidirectional Looking with A Novel Double Exponential Moving Average to Adaptive and Non-adaptive Momentum Optimizers
947. ICML 2023Emergence of Adaptive Circadian Rhythms in Deep Reinforcement Learning
948. ICML 2023Facial Expression Recognition with Adaptive Frame Rate based on Multiple Testing Correction
949. ICML 2023Fully-Adaptive Composition in Differential Privacy
950. ICML 2023Improved Online Conformal Prediction via Strongly Adaptive Online Learning

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.