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 18 of 21

851. NeurIPS 2024Localized Adaptive Risk Control
852. NeurIPS 2024MAGNET: Improving the Multilingual Fairness of Language Models with Adaptive Gradient-Based Tokenization
853. NeurIPS 2024MicroAdam: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence
854. NeurIPS 2024Mixture of Scales: Memory-Efficient Token-Adaptive Binarization for Large Language Models
855. NeurIPS 2024Optimal and Approximate Adaptive Stochastic Quantization
856. NeurIPS 2024Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning
857. NeurIPS 2024Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs
858. NeurIPS 2024Regularized Adaptive Momentum Dual Averaging with an Efficient Inexact Subproblem Solver for Training Structured Neural Network
859. NeurIPS 2024Remove that Square Root: A New Efficient Scale-Invariant Version of AdaGrad
860. NeurIPS 2024Score-Optimal Diffusion Schedules
861. NeurIPS 2024Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization
862. NeurIPS 2024Semi-Random Matrix Completion via Flow-Based Adaptive Reweighting
863. NeurIPS 2024Sparsity-Agnostic Linear Bandits with Adaptive Adversaries
864. NeurIPS 2024Spiking Neural Network as Adaptive Event Stream Slicer
865. NeurIPS 2024SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation
866. NeurIPS 2024The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms
867. NeurIPS 2024Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits
868. NeurIPS 2024Training-Free Adaptive Diffusion with Bounded Difference Approximation Strategy
869. NeurIPS 2024Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes
870. CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
871. CVPR 2023AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning With Masked Autoencoders
872. CVPR 2023Adaptive Annealing for Robust Geometric Estimation
873. CVPR 2023Adaptive Assignment for Geometry Aware Local Feature Matching
874. CVPR 2023Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity
875. CVPR 2023Adaptive Data-Free Quantization
876. CVPR 2023Adaptive Global Decay Process for Event Cameras
877. CVPR 2023Adaptive Graph Convolutional Subspace Clustering
878. CVPR 2023Adaptive Human Matting for Dynamic Videos
879. CVPR 2023Adaptive Patch Deformation for Textureless-Resilient Multi-View Stereo
880. CVPR 2023Adaptive Plasticity Improvement for Continual Learning
881. CVPR 2023Adaptive Sparse Convolutional Networks With Global Context Enhancement for Faster Object Detection on Drone Images
882. CVPR 2023Adaptive Sparse Pairwise Loss for Object Re-Identification
883. CVPR 2023Adaptive Spot-Guided Transformer for Consistent Local Feature Matching
884. CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
885. CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger
886. CVPR 2023Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation
887. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
888. CVPR 2023Class Adaptive Network Calibration
889. CVPR 2023Class Balanced Adaptive Pseudo Labeling for Federated Semi-Supervised Learning
890. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
891. CVPR 2023Cooperation or Competition: Avoiding Player Domination for Multi-Target Robustness via Adaptive Budgets
892. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
893. CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
894. CVPR 2023Energy-Efficient Adaptive 3D Sensing
895. CVPR 2023FrustumFormer: Adaptive Instance-Aware Resampling for Multi-View 3D Detection
896. CVPR 2023Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns
897. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
898. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
899. CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
900. CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain

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.