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 15 of 21

701. CVPR 2024Customize your NeRF: Adaptive Source Driven 3D Scene Editing via Local-Global Iterative Training
702. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
703. CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
704. CVPR 2024Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
705. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
706. CVPR 2024GAFusion: Adaptive Fusing LiDAR and Camera with Multiple Guidance for 3D Object Detection
707. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
708. CVPR 2024Improving Graph Contrastive Learning via Adaptive Positive Sampling
709. CVPR 2024Instance-Adaptive and Geometric-Aware Keypoint Learning for Category-Level 6D Object Pose Estimation
710. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
711. CVPR 2024Locally Adaptive Neural 3D Morphable Models
712. CVPR 2024Masked Spatial Propagation Network for Sparsity-Adaptive Depth Refinement
713. CVPR 2024Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
714. CVPR 2024NightCC: Nighttime Color Constancy via Adaptive Channel Masking
715. CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
716. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
717. CVPR 2024PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis
718. CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
719. CVPR 2024Reconstruction-free Cascaded Adaptive Compressive Sensing
720. CVPR 2024Scaffold-GS: Structured 3D Gaussians for View-Adaptive Rendering
721. CVPR 2024Scene Adaptive Sparse Transformer for Event-based Object Detection
722. CVPR 2024Selective-Stereo: Adaptive Frequency Information Selection for Stereo Matching
723. CVPR 2024Self-Adaptive Reality-Guided Diffusion for Artifact-Free Super-Resolution
724. CVPR 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Households
725. CVPR 2024SmartRefine: A Scenario-Adaptive Refinement Framework for Efficient Motion Prediction
726. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
727. CVPR 2024Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning
728. CVPR 2024Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary
729. CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
730. CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
731. CVPR 2024Universal Novelty Detection Through Adaptive Contrastive Learning
732. CVPR 2024ZERO-IG: Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images
733. ICLR 2024AdaMerging: Adaptive Model Merging for Multi-Task Learning
734. ICLR 2024Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts
735. ICLR 2024Adaptive Federated Learning with Auto-Tuned Clients
736. ICLR 2024Adaptive Instrument Design for Indirect Experiments
737. ICLR 2024Adaptive Rational Activations to Boost Deep Reinforcement Learning
738. ICLR 2024Adaptive Regret for Bandits Made Possible: Two Queries Suffice
739. ICLR 2024Adaptive Window Pruning for Efficient Local Motion Deblurring
740. ICLR 2024Adversarial Adaptive Sampling: Unify PINN and Optimal Transport for the Approximation of PDEs
741. ICLR 2024ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning
742. ICLR 2024Beyond Worst-case Attacks: Robust RL with Adaptive Defense via Non-dominated Policies
743. ICLR 2024Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning
744. ICLR 2024Efficient Backpropagation with Variance Controlled Adaptive Sampling
745. ICLR 2024FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization
746. ICLR 2024Generalization in diffusion models arises from geometry-adaptive harmonic representations
747. ICLR 2024Implicit Maximum a Posteriori Filtering via Adaptive Optimization
748. ICLR 2024Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network
749. ICLR 2024Only Pay for What Is Uncertain: Variance-Adaptive Thompson Sampling
750. ICLR 2024Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting

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.