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 1,012 篇，第 2 / 21 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. ICLR 2026A Convergence Analysis of Adaptive Optimizers under Floating-point Quantization
85. ICLR 2026A Tale of Two Smoothness Notions: Adaptive Optimizers and Non-Euclidean Descent
86. ICLR 2026Accelerating Diffusion Large Language Models with SlowFast Sampling: The Three Golden Principles
87. ICLR 2026AdaCache: Adaptive Caching and Context Augmentation for Efficient LLM Serving
88. ICLR 2026Adaptive Acquisition Selection for Bayesian Optimization with Large Language Models
89. ICLR 2026Adaptive Conformal Guidance for Learning under Uncertainty
90. ICLR 2026Adaptive Conformal Prediction via Mixture-of-Experts Gating Similarity
91. ICLR 2026Adaptive Gaussian Expansion for On-the-fly Category Discovery
92. ICLR 2026Adaptive Hopfield Network: Rethinking Similarities in Associative Memory
93. ICLR 2026Adaptive Logit Adjustment for Debiasing Multimodal Language Models
94. ICLR 2026Adaptive Mamba Neural Operators
95. ICLR 2026Adaptive Methods Are Preferable in High Privacy Settings: An SDE Perspective
96. ICLR 2026Adaptive Mixture of Disentangled Experts for Dynamic Graphs under Distribution Shifts
97. ICLR 2026Adaptive Moments are Surprisingly Effective for Plug-and-Play Diffusion Sampling
98. ICLR 2026Adaptive Nonlinear Compression for Large Foundation Models
99. ICLR 2026Adaptive Regularization for Large-Scale Sparse Feature Embedding Models
100. ICLR 2026Adaptive Rollout Allocation for Online Reinforcement Learning with Verifiable Rewards

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。