自适应方法论文趋势 2023–2026

主要结论

• 自适应方法论文从 2023 年的 143 篇增长到 2026 年的 410 篇，三年间扩大到约 2.9 倍。
• NeurIPS 是发自适应方法论文最多的会议，2023–2026 年共 365 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是理论 · optimization：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 29 篇。
• 在「优化与缩放」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的缩放定律是 4.1 倍，自适应方法是 2.9 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• 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

全部自适应方法论文

共 224 篇，第 2 / 5 页

51. CVPR 2026LangField4D Learning Identity-Adaptive and Spatio-Temporal Continuous 4D Language Fields for
52. CVPR 2026Learned Image Compression via Sparse Attention and Adaptive Frequency
53. CVPR 2026LLMind Bio-inspired Training-free Adaptive Visual Representations for Vision-Language Models
54. CVPR 2026MAD Modality-Adaptive Decoding for Mitigating Cross-Modal Hallucinations in Multimodal Large
55. CVPR 2026MambaLiteUNet Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation
56. CVPR 2026MaskDiME Adaptive Masked Diffusion for Precise and Efficient Visual Counterfactual
57. CVPR 2026Masked Representation Modeling for Domain-Adaptive Segmentation
58. CVPR 2026MemFlow A Lightweight Forward Memorizing Framework for Quick Domain Adaptive
59. CVPR 2026Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration
60. CVPR 2026Multi-Scale Gradient-Guided Unrolling Architecture with Adaptive Mamba for Compressive Sensing
61. CVPR 2026One Layers Trash is Another Layers Treasure Adaptive Layer-wise Visual
62. CVPR 2026Precise Object and Effect Removal with Adaptive Target-Aware Attention
63. CVPR 2026ProcessMaker A Generalized Process Visualization Framework with Adaptive Sequence Steps
64. CVPR 2026Prune Wisely Reconstruct Sharply Compact 3D Gaussian Splatting via Adaptive
65. CVPR 2026Region-Adaptive Sampling for Diffusion Transformers
66. CVPR 2026RegionFuse Region-Adaptive Pixel Distribution Learning for Infrared and Visible Image
67. CVPR 2026Regulating Rather than Constraining Adaptive Guidance for Complex Spectral Reconstruction
68. CVPR 2026SAGE Style-Adaptive Generalization for Privacy-Constrained Semantic Segmentation Across Domains
69. CVPR 2026SASNet Spatially-Adaptive Sinusoidal Networks for INRs
70. CVPR 2026SAVA-X Ego-to-Exo Imitation Error Detection via Scene-Adaptive View Alignment and
71. CVPR 2026Semantic-Adaptive Diffusion for Dynamic Spatiotemporal Fusion
72. CVPR 2026SJD-PAC Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive
73. CVPR 2026Smart Replay Adaptive Scheduling of Memory Rehearsal for Computational Resource-Aware
74. CVPR 2026SSM-Aware Token-Efficient VMamba via Adaptive Patch Pruning and Merging for
75. CVPR 2026STCast Adaptive Boundary Alignment for Global and Regional Weather Forecasting
76. CVPR 2026TALON Test-time Adaptive Learning for On-the-Fly Category Discovery
77. CVPR 2026Taming the Long Tail Rebalancing Adversarial Training via Adaptive Perturbation
78. CVPR 2026TAP A Token-Adaptive Predictor Framework for Training-Free Diffusion Acceleration
79. CVPR 2026Through the Frequency Lens Cross-Domain Generalisable Gaze Estimation with Adaptive
80. CVPR 2026Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning
81. CVPR 2026What Is It Like to Be a Noise An Entropy-based
82. CVPR 2026Why Not Hyperparameter-Friendly Optimisation A Monotonic Adaptive Norm Rescaling Approach
83. CVPR 2026WISER Wider Search Deeper Thinking and Adaptive Fusion for Training-Free
84. CVPR 2025A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
85. CVPR 2025A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts
86. CVPR 2025ABBSPO: Adaptive Bounding Box Scaling and Symmetric Prior based Orientation Prediction for Detecting Aerial Image Objects
87. CVPR 2025ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling
88. CVPR 2025Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution
89. CVPR 2025Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training
90. CVPR 2025Adaptive Parameter Selection for Tuning Vision-Language Models
91. CVPR 2025Adaptive Part Learning for Fine-Grained Generalized Category Discovery: A Plug-and-Play Enhancement
92. CVPR 2025Adaptive Rectangular Convolution for Remote Sensing Pansharpening
93. CVPR 2025Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
94. CVPR 2025AdMiT: Adaptive Multi-Source Tuning in Dynamic Environments
95. CVPR 2025ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
96. CVPR 2025Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion Model
97. CVPR 2025AniGrad: Anisotropic Gradient-Adaptive Sampling for 3D Reconstruction From Monocular Video
98. CVPR 2025APT: Adaptive Personalized Training for Diffusion Models with Limited Data
99. CVPR 2025ATA: Adaptive Transformation Agent for Text-Guided Subject-Position Variable Background Inpainting
100. CVPR 2025ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks

常见问题

2023–2026 年四大会议一共有多少篇自适应方法论文？

共 1,012 篇，按年份分别是 2023 年 143 篇、2024 年 183 篇、2025 年 276 篇、2026 年 410 篇。

NeurIPS 2026 有多少篇自适应方法论文？

NeurIPS 2026 有 138 篇自适应方法论文，上一届是 109 篇。

ICLR 2026 有多少篇自适应方法论文？

ICLR 2026 有 80 篇自适应方法论文，上一届是 47 篇。

ICML 2026 有多少篇自适应方法论文？

ICML 2026 有 109 篇自适应方法论文，上一届是 68 篇。

CVPR 2026 有多少篇自适应方法论文？

CVPR 2026 有 83 篇自适应方法论文，上一届是 52 篇。

哪个会议的自适应方法论文最多？

NeurIPS，2023–2026 年共 365 篇。