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 6 / 21 页

  1. ICML 2026QTALE: Quantization-Robust Token-Adaptive Layer Execution for LLMs
  2. ICML 2026Randomized Feasibility Methods for Constrained Optimization with Adaptive Step Sizes
  3. ICML 2026Reasoning as an Attack Surface: Adaptive Evolutionary CoT Jailbreaks for LLMs
  4. ICML 2026Regime-Adaptive Bayesian Optimization via Dirichlet Process Mixtures of Gaussian Processes
  5. ICML 2026Retriever Portfolios: A Principled Approach to Adaptive RAG
  6. ICML 2026Robust Federated Learning Against Adaptive Compression
  7. ICML 2026SAQNN: Spectral Adaptive Quantum Neural Network as a Universal Approximator
  8. ICML 2026Scalable Reinforcement Learning via Adaptive Batch Scaling
  9. ICML 2026Sequential Kernel-based Conditional Independence Testing via Adaptive Betting
  10. ICML 2026SFCLTA: Spectral Fusion Contrastive Learning with Topology-Adaptive Graph Augmentation
  11. ICML 2026Singular Proxies for Adaptive Caching in Diffusion Language Models
  12. ICML 2026Spatially-Adaptive Gradient Re-parameterization for 3D Large Kernel Optimization
  13. ICML 2026StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
  14. ICML 2026The Appeal and Reality of Recycling LoRAs with Adaptive Merging
  15. ICML 2026The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
  16. ICML 2026Theoretical Guarantees for One-Shot Magnitude Pruning and Compute-Adaptive Early Exit
  17. ICML 2026Towards Understanding Adam Convergence on Highly Degenerate Polynomials
  18. ICML 2026Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning
  19. ICML 2026Uncovering Latent Communication Patterns in Brain Networks via Adaptive Flow Routing
  20. ICML 2026Wasserstein Geometry-Aware Adaptive Control via Meta-Learning
  21. ICML 2026Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions
  22. ICML 2026WUSH: Near-Optimal Adaptive Transforms for LLM Quantization
  23. NeurIPS 20262D Spatial Reasoning with Adaptive Neural Cellular Automata
  24. NeurIPS 2026A Communication-Theoretic Framework for LLM Agents: Cost-Aware Adaptive Reliability
  25. NeurIPS 2026A$^2$IQL: Adaptive Asymmetric Implicit Q Learning for Automated Warehouse Consolidation
  26. NeurIPS 2026ABC-Align: Prediction-Powered Alignment with Adaptive Bias Control
  27. NeurIPS 2026AcceleGrad#: Adaptive Geometry-Aware Acceleration
  28. NeurIPS 2026AdaCal: Adaptive Calibration for Robust Sparse Attention in Long-Context LLMs
  29. NeurIPS 2026AdaKVQ: Adaptive Mixed-Precision KV Cache Quantization For Efficient Reasoning Models
  30. NeurIPS 2026AdaM-Rec: Adaptive Modality Routing for Multimodal Recommendation
  31. NeurIPS 2026AdaOcc: Adaptive 3D Occupancy Prediction for Embodied Tasks
  32. NeurIPS 2026AdaPaD: Adaptive Parallel Deflation for PEFT with Self-Correcting Rank Discovery
  33. NeurIPS 2026AdapMatch: Adaptive Bias Decoupling for Semi-Supervised Partial Label Learning under Unknown Class Distributions
  34. NeurIPS 2026Adapting to Conflict: Equilibrium Structure and Adaptive Learning in Harmonic Games
  35. NeurIPS 2026Adaptive and Neutral Theory of Evolution Strategies for Large Language Models
  36. NeurIPS 2026Adaptive auditing of AI systems with anytime-valid guarantees
  37. NeurIPS 2026Adaptive Calibration in Non-Stationary Environments
  38. NeurIPS 2026Adaptive Conditional Gradient Sliding: Projection-Free and Line-Search-Free Acceleration
  39. NeurIPS 2026Adaptive Covariance and Multi-Layer Alignment for Out-of-Distribution Detection
  40. NeurIPS 2026Adaptive Delayed-Update Cyclic Algorithm for Variational Inequalities
  41. NeurIPS 2026Adaptive Feature Propagation for Attribute-Missing Graph Clustering
  42. NeurIPS 2026Adaptive Fine-Tuning Scheduler for Multi-Tenant Edge LLM via Convergence-Aware Bandits
  43. NeurIPS 2026Adaptive Generate-Rank-Verify: Inference-Time Search with Costly Verification
  44. NeurIPS 2026Adaptive Inference for Functionals of M-Estimands
  45. NeurIPS 2026Adaptive Internal Readout for Native Multimodal Models
  46. NeurIPS 2026Adaptive Multi-view Graph Contrastive Learning via Fractional Continuous Dynamics
  47. NeurIPS 2026Adaptive Power Iteration Method for Differentially Private PCA
  48. NeurIPS 2026Adaptive Prior Selection in Gaussian Process Bandits with Thompson Sampling
  49. NeurIPS 2026Adaptive Random Forests from Online Learning and Testing by Betting
  50. NeurIPS 2026Adaptive Scheduling Pipeline For Multi-Instance Asynchronous Reinforcement Learning

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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