自适应方法论文趋势 2023–2026

Adam 类与调度

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,012 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

自适应方法论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202354242243143
202464225146183
2025109476852276
20261388010983410

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

全部自适应方法论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,012 篇，第 10 / 21 页

  1. CVPR 2025Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
  2. CVPR 2025Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation
  3. CVPR 2025Sampling Innovation-Based Adaptive Compressive Sensing
  4. CVPR 2025SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
  5. CVPR 2025SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks
  6. CVPR 2025Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model
  7. CVPR 2025Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks
  8. CVPR 2025SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
  9. CVPR 2025Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting
  10. CVPR 2025Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning
  11. CVPR 2025WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models
  12. CVPR 2025When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach
  13. ICLR 2025AdaFisher: Adaptive Second Order Optimization via Fisher Information
  14. ICLR 2025AdaGrad under Anisotropic Smoothness
  15. ICLR 2025Adam Exploits $\ell_\infty$-geometry of Loss Landscape via Coordinate-wise Adaptivity
  16. ICLR 2025ADAM Optimization with Adaptive Batch Selection
  17. ICLR 2025Adaptive $Q$-Network: On-the-fly Target Selection for Deep Reinforcement Learning
  18. ICLR 2025Adaptive backtracking line search
  19. ICLR 2025Adaptive Batch Size for Privately Finding Second-Order Stationary Points
  20. ICLR 2025Adaptive Length Image Tokenization via Recurrent Allocation
  21. ICLR 2025Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise
  22. ICLR 2025Adaptive Pruning of Pretrained Transformer via Differential Inclusions
  23. ICLR 2025Adaptive Rank Allocation: Speeding Up Modern Transformers with RaNA Adapters
  24. ICLR 2025Adaptive Shrinkage Estimation for Personalized Deep Kernel Regression in Modeling Brain Trajectories
  25. ICLR 2025Adaptive teachers for amortized samplers
  26. ICLR 2025Adaptive Transformer Programs: Bridging the Gap Between Performance and Interpretability in Transformers
  27. ICLR 2025ASTrA: Adversarial Self-supervised Training with Adaptive-Attacks
  28. ICLR 2025Breaking the $\log(1/\Delta_2)$ Barrier: Better Batched Best Arm Identification with Adaptive Grids
  29. ICLR 2025Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling
  30. ICLR 2025CAKE: Cascading and Adaptive KV Cache Eviction with Layer Preferences
  31. ICLR 2025Complexity Lower Bounds of Adaptive Gradient Algorithms for Non-convex Stochastic Optimization under Relaxed Smoothness
  32. ICLR 2025CONDA: Adaptive Concept Bottleneck for Foundation Models Under Distribution Shifts
  33. ICLR 2025Convergence of Distributed Adaptive Optimization with Local Updates
  34. ICLR 2025CoTFormer: A Chain of Thought Driven Architecture with Budget-Adaptive Computation Cost at Inference
  35. ICLR 2025Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning
  36. ICLR 2025DenoiseVAE: Learning Molecule-Adaptive Noise Distributions for Denoising-based 3D Molecular Pre-training
  37. ICLR 2025Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense
  38. ICLR 2025Ensembling Diffusion Models via Adaptive Feature Aggregation
  39. ICLR 2025Faster Cascades via Speculative Decoding
  40. ICLR 2025FedLWS: Federated Learning with Adaptive Layer-wise Weight Shrinking
  41. ICLR 2025From Attention to Activation: Unraveling the Enigmas of Large Language Models
  42. ICLR 2025From Decoupling to Adaptive Transformation: a Wider Optimization Space for PTQ
  43. ICLR 2025InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems
  44. ICLR 2025Learning How Hard to Think: Input-Adaptive Allocation of LM Computation
  45. ICLR 2025MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection
  46. ICLR 2025MIND over Body: Adaptive Thinking using Dynamic Computation
  47. ICLR 2025Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning
  48. ICLR 2025NExUME: Adaptive Training and Inference for DNNs under Intermittent Power Environments
  49. ICLR 2025PEARL: Parallel Speculative Decoding with Adaptive Draft Length
  50. ICLR 2025PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查自适应方法在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "adaptive-methods"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

「优化与缩放」下的其他主题