对齐与安全论文趋势 2023–2026

RLHF、偏好优化、红队与安全对齐

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 4,558 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

对齐与安全论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202313887101112438
2024348156246125875
20254554733001351,363
20264806235512281,882

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

全部对齐与安全论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 438 篇，第 7 / 9 页

  1. NeurIPS 2023(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
  2. NeurIPS 2023[Re] Bandit Theory and Thompson Sampling-guided Directed Evolution for Sequence Optimization
  3. NeurIPS 2023[Re] VAE Approximation Error: ELBO and Exponential Families
  4. NeurIPS 2023A Combinatorial Algorithm for Approximating the Optimal Transport in the Parallel and MPC Settings
  5. NeurIPS 2023A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation
  6. NeurIPS 2023A Spectral Theory of Neural Prediction and Alignment
  7. NeurIPS 2023Abide by the law and follow the flow: conservation laws for gradient flows
  8. NeurIPS 2023Alignment with human representations supports robust few-shot learning
  9. NeurIPS 2023Alternating Gradient Descent and Mixture-of-Experts for Integrated Multimodal Perception
  10. NeurIPS 2023BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset
  11. NeurIPS 2023BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks
  12. NeurIPS 2023Behavior Alignment via Reward Function Optimization
  13. NeurIPS 2023Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces
  14. NeurIPS 2023Brain-like Flexible Visual Inference by Harnessing Feedback Feedforward Alignment
  15. NeurIPS 2023Bridging Discrete and Backpropagation: Straight-Through and Beyond
  16. NeurIPS 2023Cascading Contextual Assortment Bandits
  17. NeurIPS 2023Closing the gap between the upper bound and lower bound of Adam's iteration complexity
  18. NeurIPS 2023Collaborative Alignment of NLP Models
  19. NeurIPS 2023Convex and Non-convex Optimization Under Generalized Smoothness
  20. NeurIPS 2023Data-Dependent Bounds for Online Portfolio Selection Without Lipschitzness and Smoothness
  21. NeurIPS 2023Data-Driven Network Neuroscience: On Data Collection and Benchmark
  22. NeurIPS 2023Decentralized Matrix Sensing: Statistical Guarantees and Fast Convergence
  23. NeurIPS 2023Degraded Polygons Raise Fundamental Questions of Neural Network Perception
  24. NeurIPS 2023DICES Dataset: Diversity in Conversational AI Evaluation for Safety
  25. NeurIPS 2023Direct Preference Optimization: Your Language Model is Secretly a Reward Model
  26. NeurIPS 2023Direct Preference-based Policy Optimization without Reward Modeling
  27. NeurIPS 2023Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning
  28. NeurIPS 2023Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand
  29. NeurIPS 2023Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy
  30. NeurIPS 2023Effective Human-AI Teams via Learned Natural Language Rules and Onboarding
  31. NeurIPS 2023Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks
  32. NeurIPS 2023Exact Verification of ReLU Neural Control Barrier Functions
  33. NeurIPS 2023Expert load matters: operating networks at high accuracy and low manual effort
  34. NeurIPS 2023Explainable and Efficient Randomized Voting Rules
  35. NeurIPS 2023Extraction and Recovery of Spatio-Temporal Structure in Latent Dynamics Alignment with Diffusion Models
  36. NeurIPS 2023Fast and Simple Spectral Clustering in Theory and Practice
  37. NeurIPS 2023FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning
  38. NeurIPS 2023Feature learning via mean-field Langevin dynamics: classifying sparse parities and beyond
  39. NeurIPS 2023Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization
  40. NeurIPS 2023GALOPA: Graph Transport Learning with Optimal Plan Alignment
  41. NeurIPS 2023Generalized equivalences between subsampling and ridge regularization
  42. NeurIPS 2023GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
  43. NeurIPS 2023Graph Neural Networks for Road Safety Modeling: Datasets and Evaluations for Accident Analysis
  44. NeurIPS 2023Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery
  45. NeurIPS 2023Honesty Is the Best Policy: Defining and Mitigating AI Deception
  46. NeurIPS 2023Imitation Learning from Imperfection: Theoretical Justifications and Algorithms
  47. NeurIPS 2023Inference-Time Intervention: Eliciting Truthful Answers from a Language Model
  48. NeurIPS 2023Initialization-Dependent Sample Complexity of Linear Predictors and Neural Networks
  49. NeurIPS 2023Interpretability at Scale: Identifying Causal Mechanisms in Alpaca
  50. NeurIPS 2023IPMix: Label-Preserving Data Augmentation Method for Training Robust Classifiers

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 查对齐与安全在 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": "alignment-and-safety"}

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对齐与安全论文？
共 4,558 篇，按年份分别是 2023 年 438 篇、2024 年 875 篇、2025 年 1,363 篇、2026 年 1,882 篇。
NeurIPS 2026 有多少篇对齐与安全论文？
NeurIPS 2026 有 480 篇对齐与安全论文，上一届是 455 篇。
ICLR 2026 有多少篇对齐与安全论文？
ICLR 2026 有 623 篇对齐与安全论文，上一届是 473 篇。
ICML 2026 有多少篇对齐与安全论文？
ICML 2026 有 551 篇对齐与安全论文，上一届是 300 篇。
CVPR 2026 有多少篇对齐与安全论文？
CVPR 2026 有 228 篇对齐与安全论文，上一届是 135 篇。
哪个会议的对齐与安全论文最多？
NeurIPS，2023–2026 年共 1,421 篇。

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