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 9 of 21

401. NeurIPS 2026The Price of Choosing Examples: Context Overfitting in Adaptive In-Context Learning
402. NeurIPS 2026To Copy or Not to Copy: Controlling Speculative Decoding via Intrinsic Model Signals
403. NeurIPS 2026Towards Reliable LLM Evaluation: Correcting the Winner’s Curse in Adaptive Benchmarking
404. NeurIPS 2026TPRL: Adaptive Visual Token Pruning in LVLMs via Language-Guided Reinforcement Learning
405. NeurIPS 2026TrustFlow: Adaptive Trust Calibration for Language Model Guided Reinforcement Learning
406. NeurIPS 2026Universal Adaptive Proximal Gradient Methods via Gradient Mapping Accumulation
407. NeurIPS 2026Variance-Adaptive Optimal Algorithm for Reinforcement Learning with MNL Function Approximation
408. NeurIPS 2026vExpert: Virtualizing Expert Storage for Adaptive Load Balancing in Distributed MoE Inference
409. NeurIPS 2026WaveSem: Frequency-Adaptive Tokenization for Disentangling Semantics and Noise in Genomics
410. NeurIPS 2026Wayfinder: Adaptive Resource Routing from Agent Citations
411. CVPR 2025A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
412. CVPR 2025A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts
413. CVPR 2025ABBSPO: Adaptive Bounding Box Scaling and Symmetric Prior based Orientation Prediction for Detecting Aerial Image Objects
414. CVPR 2025ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling
415. CVPR 2025Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution
416. CVPR 2025Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training
417. CVPR 2025Adaptive Parameter Selection for Tuning Vision-Language Models
418. CVPR 2025Adaptive Part Learning for Fine-Grained Generalized Category Discovery: A Plug-and-Play Enhancement
419. CVPR 2025Adaptive Rectangular Convolution for Remote Sensing Pansharpening
420. CVPR 2025Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
421. CVPR 2025AdMiT: Adaptive Multi-Source Tuning in Dynamic Environments
422. CVPR 2025ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
423. CVPR 2025Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion Model
424. CVPR 2025AniGrad: Anisotropic Gradient-Adaptive Sampling for 3D Reconstruction From Monocular Video
425. CVPR 2025APT: Adaptive Personalized Training for Diffusion Models with Limited Data
426. CVPR 2025ATA: Adaptive Transformation Agent for Text-Guided Subject-Position Variable Background Inpainting
427. CVPR 2025ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks
428. CVPR 2025AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning
429. CVPR 2025COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting
430. CVPR 2025Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
431. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
432. CVPR 2025DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework
433. CVPR 2025Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization
434. CVPR 2025FedAWA: Adaptive Optimization of Aggregation Weights in Federated Learning Using Client Vectors
435. CVPR 2025GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven
436. CVPR 2025HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery
437. CVPR 2025ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On
438. CVPR 2025Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection
439. CVPR 2025Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
440. CVPR 2025LOD-GS: Achieving Levels of Detail using Scalable Gaussian Soup
441. CVPR 2025LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences
442. CVPR 2025Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment
443. CVPR 2025MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
444. CVPR 2025MICAS: Multi-grained In-Context Adaptive Sampling for 3D Point Cloud Processing
445. CVPR 2025Mixture of Submodules for Domain Adaptive Person Search
446. CVPR 2025Multirate Neural Image Compression with Adaptive Lattice Vector Quantization
447. CVPR 2025PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution
448. CVPR 2025Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater
449. CVPR 2025Point Cloud Upsampling Using Conditional Diffusion Module with Adaptive Noise Suppression
450. CVPR 2025PromptHash:Affinity-Prompted Collaborative Cross-Modal Learning for Adaptive Hashing Retrieval

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.