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 8 / 21 页

  1. NeurIPS 2026Horizon Adaptive Offline Policy Learning via Value Stitching
  2. NeurIPS 2026ICAT: Incident-Case–Grounded Adaptive Testing for Physical-Risk Prediction in Embodied World Models
  3. NeurIPS 2026Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs
  4. NeurIPS 2026Information Bottleneck-Guided Adaptive Hypergraph Transformer for Brain Disease Diagnosis
  5. NeurIPS 2026Inner Product Aware Quantization: Provably Fast, Accurate, and Adaptive Algorithms
  6. NeurIPS 2026Instance-Adaptive Online Multicalibration
  7. NeurIPS 2026Isotropic Activation Functions Enable Deindividuated Neurons and Adaptive Topologies
  8. NeurIPS 2026Large Language Models Enhanced Covariate-adjusted Response-adaptive Randomization Design
  9. NeurIPS 2026Learning a Task-Adaptive Low-Dimensional Semantic Space for Improved Visual Classification
  10. NeurIPS 2026Learning When to Denoise: Optimizing Asynchronous Schedules for Latent Diffusion
  11. NeurIPS 2026Learning When to Think: Adaptive Internal Computation for Reinforcement Learning
  12. NeurIPS 2026Lemon: Evidence-Risk-Aware Adaptive Organization for Long-Horizon LLM Agents
  13. NeurIPS 2026Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension
  14. NeurIPS 2026MARS: Harmonizing Multimodal Convergence via Adaptive Rank Search
  15. NeurIPS 2026MARS: Multi-resolution Adaptive Routing for Sequential Recommendation
  16. NeurIPS 2026Matrix-Free Stochastic Training of Low-Rank Spectral Graph Learning via Randomized Adaptive Spectral Estimation
  17. NeurIPS 2026Mesh Invaiant Infinite Dimensional Adaptive MCMC for Latent Gaussian Processes
  18. NeurIPS 2026MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encoding
  19. NeurIPS 2026MoBiQuant: Mixture-of-Bits Quantization for Token-Adaptive Any-Precision LLM
  20. NeurIPS 2026Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use
  21. NeurIPS 2026Network of Theseus (Like the ship)
  22. NeurIPS 2026Objective-Aligned Amortized Inference for Offline Bayes-Adaptive MDP Model Learning
  23. NeurIPS 2026Online Active Testing: Adaptive Importance Sampling for Unbiased Risk Estimation in Data Streams
  24. NeurIPS 2026Online Minimum Description Length Passive-Aggressive Algorithms
  25. NeurIPS 2026Optimal Rates for Adaptive Private $k$-PCA
  26. NeurIPS 2026Orthogonal Updates for the Win: Towards Accelerated Adaptive Minimax Optimization
  27. NeurIPS 2026PACE: Pareto-Adaptive Compression for Efficient Native MLLMs
  28. NeurIPS 2026Path Dependence under Adaptive AI Delegation
  29. NeurIPS 2026Phase-Adaptive Fusion: Spatio-Temporal Modulation for VLA Models
  30. NeurIPS 2026Phases of Muon: When Muon Eclipses SignSGD
  31. NeurIPS 2026Precision As You Need: Stochastic Computing Is a Dense Adaptive Quantizer
  32. NeurIPS 2026RAPTOR: Ridge-Adaptive Logistic Probes
  33. NeurIPS 2026Recovering Evolving User Preference State via Adaptive Interaction-aware Representation Correction
  34. NeurIPS 2026Reference-Guided Training: Adaptive Gradient Scaling via Per-Sample Loss Comparisons
  35. NeurIPS 2026Reinforcement Learning for View-Adaptive Distillation in 3D Gaussian Compression
  36. NeurIPS 2026Safety Geometry Collapse in Multimodal LLMs and Adaptive Drift Correction
  37. NeurIPS 2026Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents
  38. NeurIPS 2026SDHilb: Schrödinger Dynamics-Guided Neural Network with Adaptive Multi-Scale Hilbert Transform for Time Series Forecasting
  39. NeurIPS 2026SP$^2$ec: Adaptive Self-Speculative Decoding for Vision-Language Models
  40. NeurIPS 2026SPA-Q: Structure-Preserving Adaptive Post-Training Quantization for Monocular Depth Estimation
  41. NeurIPS 2026SpanFormer: Multi-Level Adaptive Sparsity for Object Detection in High-Resolution Wide Shots
  42. NeurIPS 2026Spectral Adaptive Repositioning for Flow-Based Single-Cell Perturbation Modeling
  43. NeurIPS 2026Spike-to-Field Mechanisms of Turbulence-Like Dynamics in Spatial Spiking Neural Networks
  44. NeurIPS 2026Stable GFlowNets with Probabilistic Guarantees
  45. NeurIPS 2026STABLE: A Continual Learning Optimizer with Adaptive Drift Control
  46. NeurIPS 2026Stop the Sampler! Classifier-Based Adaptive Stopping for Sampling Kernels
  47. NeurIPS 2026Strengthen Out-of-Distribution Detection via Adaptive Mahalanobis Gap
  48. NeurIPS 2026Strongly Adaptive Online Learning with Time-Varying Movement Cost
  49. NeurIPS 2026T$^2$-Splat: Adaptive Topology Mesh Splatting with Texture Residuals
  50. NeurIPS 2026Taking the Road Less Scheduled with Adaptive Polyak Steps

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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