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 365 篇，第 4 / 8 页

  1. NeurIPS 2025Adaptive and Multi-scale Affinity Alignment for Hierarchical Contrastive Learning
  2. NeurIPS 2025Adaptive Cannistraci-Hebb Network Automata Modelling of Complex Networks for Path-based Link Prediction
  3. NeurIPS 2025Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
  4. NeurIPS 2025Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls
  5. NeurIPS 2025Adaptive Discretization for Consistency Models
  6. NeurIPS 2025Adaptive Fission: Post-training Encoding for Low-latency Spike Neural Networks
  7. NeurIPS 2025Adaptive Inference-Time Scaling via Cyclic Diffusion Search
  8. NeurIPS 2025Adaptive Latent-Space Constraints in Personalized Federated Learning
  9. NeurIPS 2025Adaptive Neighborhood-Constrained Q Learning for Offline Reinforcement Learning
  10. NeurIPS 2025Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
  11. NeurIPS 2025Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction
  12. NeurIPS 2025Adaptive Re-calibration Learning for Balanced Multimodal Intention Recognition
  13. NeurIPS 2025Adaptive Riemannian ADMM for Nonsmooth Optimization: Optimal Complexity without Smoothing
  14. NeurIPS 2025Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling
  15. NeurIPS 2025Adaptive Surrogate Gradients for Sequential Reinforcement Learning in Spiking Neural Networks
  16. NeurIPS 2025Adaptive Time Encoding for Irregular Multivariate Time-Series Classification
  17. NeurIPS 2025Adaptive Variance Inflation in Thompson Sampling: Efficiency, Safety, Robustness, and Beyond
  18. NeurIPS 2025AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners
  19. NeurIPS 2025AdmTree: Compressing Lengthy Context with Adaptive Semantic Trees
  20. NeurIPS 2025An Adaptive Algorithm for Bilevel Optimization on Riemannian Manifolds
  21. NeurIPS 2025An Adaptive Quantum Circuit of Dempster's Rule of Combination for Uncertain Pattern Classification
  22. NeurIPS 2025APML: Adaptive Probabilistic Matching Loss for Robust 3D Point Cloud Reconstruction
  23. NeurIPS 2025ARM: Adaptive Reasoning Model
  24. NeurIPS 2025ASGO: Adaptive Structured Gradient Optimization
  25. NeurIPS 2025Attribution-Driven Adaptive Token Pruning for Transformers
  26. NeurIPS 2025Automatic Auxiliary Task Selection and Adaptive Weighting Boost Molecular Property Prediction
  27. NeurIPS 2025Bandit Guided Submodular Curriculum for Adaptive Subset Selection
  28. NeurIPS 2025Bootstrap Your Uncertainty: Adaptive Robust Classification Driven by Optimal-Transport
  29. NeurIPS 2025Brain-Like Processing Pathways Form in Models With Heterogeneous Experts
  30. NeurIPS 2025Bridging Expressivity and Scalability with Adaptive Unitary SSMs
  31. NeurIPS 2025CAT: Content-Adaptive Image Tokenization
  32. NeurIPS 2025Cognitive Predictive Processing: A Human-inspired Framework for Adaptive Exploration in Open-World Reinforcement Learning
  33. NeurIPS 2025Consistency of the $k_n$-nearest neighbor rule under adaptive sampling
  34. NeurIPS 2025Data-Adaptive Exposure Thresholds under Network Interference
  35. NeurIPS 2025Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models
  36. NeurIPS 2025DiEP: Adaptive Mixture-of-Experts Compression through Differentiable Expert Pruning
  37. NeurIPS 2025Diffusion Models and the Manifold Hypothesis: Log-Domain Smoothing is Geometry Adaptive
  38. NeurIPS 2025Distance Adaptive Beam Search for Provably Accurate Graph-Based Nearest Neighbor Search
  39. NeurIPS 2025Dynamic Diameter in High-Dimensions against Adaptive Adversary and Beyond
  40. NeurIPS 2025Efficient Adaptive Experimentation with Noncompliance
  41. NeurIPS 2025Efficient Adaptive Federated Optimization
  42. NeurIPS 2025Efficient RAW Image Deblurring with Adaptive Frequency Modulation
  43. NeurIPS 2025Energy Landscape-Aware Vision Transformers: Layerwise Dynamics and Adaptive Task-Specific Training via Hopfield States
  44. NeurIPS 2025Event-Guided Consistent Video Enhancement with Modality-Adaptive Diffusion Pipeline
  45. NeurIPS 2025FAME: Adaptive Functional Attention with Expert Routing for Function-on-Function Regression
  46. NeurIPS 2025Fast Local Search Algorithms for Clustering with Adaptive Sampling and Bandit Strategies
  47. NeurIPS 2025FEAT: Free energy Estimators with Adaptive Transport
  48. NeurIPS 2025FedSVD: Adaptive Orthogonalization for Private Federated Learning with LoRA
  49. NeurIPS 2025Functional Complexity-adaptive Temporal Tensor Decomposition
  50. NeurIPS 2025Generator-Mediated Bandits: Thompson Sampling for GenAI-Powered Adaptive Interventions

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。

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