对齐与安全论文趋势 2023–2026

主要结论

• 对齐与安全论文从 2023 年的 438 篇增长到 2026 年的 1,882 篇，三年间扩大到约 4.3 倍。
• NeurIPS 是发对齐与安全论文最多的会议，2023–2026 年共 1,421 篇，占四个会议总量的 31%。
• 交叉方向里涨得最快的是社会层面 · safety：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 137 篇。
• 在「对齐与负责任 AI」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的社会层面 · safety是 93 倍，对齐与安全是 4.3 倍。

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

• NeurIPS 2026$\gamma$-weakly $\theta$-up-concavity: A Unified Framework for Non-Convex Optimization Beyond DR-Submodular and OSS Functions
• ICML 2026AICrypto: Evaluating Cryptography Capabilities of Large Language Models
• ICLR 2026A Fair Bayesian Inference through Matched Gibbs Posterior
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and
• NeurIPS 2025$\Psi$-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models
• ICML 2025A Checks-and-Balances Framework for Context-Aware Ethical AI Alignment
• ICLR 2025$\sigma$-zero: Gradient-based Optimization of $\ell_0$-norm Adversarial Examples
• CVPR 2025AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models
• NeurIPS 2024A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
• ICML 2024A Global Geometric Analysis of Maximal Coding Rate Reduction
• ICLR 2024A unique M-pattern for micro-expression spotting in long videos
• CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
• NeurIPS 2023(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
• ICML 2023A Robust Optimisation Perspective on Counterexample-Guided Repair of Neural Networks
• ICLR 2023Aligning Model and Macaque Inferior Temporal Cortex Representations Improves Model-to-Human Behavioral Alignment and Adversarial Robustness
• CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
• NeurIPS 2026$\mathcal{P}$Torch: Narrowing the Gap Between Projection and Gradient-Based Learning
• ICML 2026Alignment Pretraining: AI Discourse Causes Self-Fulfilling (Mis)alignment
• ICLR 2026A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models
• CVPR 2026AlignPose Generalizable 6D Pose Estimation via Multi-view Feature-metric Alignment

全部对齐与安全论文

共 300 篇，第 1 / 6 页

1. ICML 2025$\mathcal{V}ista\mathcal{DPO}$: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models
2. ICML 2025$S^2$FGL: Spatial Spectral Federated Graph Learning
3. ICML 2025A Checks-and-Balances Framework for Context-Aware Ethical AI Alignment
4. ICML 2025A Generic Family of Graphical Models: Diversity, Efficiency, and Heterogeneity
5. ICML 2025A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems
6. ICML 2025A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization
7. ICML 2025A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO
8. ICML 2025Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies
9. ICML 2025Achieving Linear Speedup and Near-Optimal Complexity for Decentralized Optimization over Row-stochastic Networks
10. ICML 2025Activation Space Interventions Can Be Transferred Between Large Language Models
11. ICML 2025Active Reward Modeling: Adaptive Preference Labeling for Large Language Model Alignment
12. ICML 2025Adapting While Learning: Grounding LLMs for Scientific Problems with Tool Usage Adaptation
13. ICML 2025Adaptive Estimation and Learning under Temporal Distribution Shift
14. ICML 2025Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization
15. ICML 2025ADHMR: Aligning Diffusion-based Human Mesh Recovery via Direct Preference Optimization
16. ICML 2025AdvAgent: Controllable Blackbox Red-teaming on Web Agents
17. ICML 2025Adversaries Can Misuse Combinations of Safe Models
18. ICML 2025AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs
19. ICML 2025AEQA-NAT : Adaptive End-to-end Quantization Alignment Training Framework for Non-autoregressive Machine Translation
20. ICML 2025Aligning Multimodal Representations through an Information Bottleneck
21. ICML 2025Aligning Spoken Dialogue Models from User Interactions
22. ICML 2025Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models
23. ICML 2025AlphaDPO: Adaptive Reward Margin for Direct Preference Optimization
24. ICML 2025AlphaPO: Reward Shape Matters for LLM Alignment
25. ICML 2025AMPO: Active Multi Preference Optimization for Self-play Preference Selection
26. ICML 2025Antidote: Post-fine-tuning Safety Alignment for Large Language Models against Harmful Fine-tuning Attack
27. ICML 2025Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models
28. ICML 2025Automated Red Teaming with GOAT: the Generative Offensive Agent Tester
29. ICML 2025Avoiding Catastrophe in Online Learning by Asking for Help
30. ICML 2025Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds
31. ICML 2025BDC-CLIP: Brownian Distance Covariance for Adapting CLIP to Action Recognition
32. ICML 2025Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
33. ICML 2025Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment
34. ICML 2025BILBO: BILevel Bayesian Optimization
35. ICML 2025Boosting Adversarial Robustness with CLAT: Criticality Leveraged Adversarial Training
36. ICML 2025BOPO: Neural Combinatorial Optimization via Best-anchored and Objective-guided Preference Optimization
37. ICML 2025Bounded Rationality for LLMs: Satisficing Alignment at Inference-Time
38. ICML 2025BounDr.E: Predicting Drug-likeness via Biomedical Knowledge Alignment and EM-like One-Class Boundary Optimization
39. ICML 2025Breaking Barriers: Combinatorial Algorithms for Non-Monotone Submodular Maximization with Sublinear Adaptivity and $1/e$ Approximation
40. ICML 2025Calibrated Language Models and How to Find Them with Label Smoothing
41. ICML 2025Calibrating Video Watch-time Predictions with Credible Prototype Alignment
42. ICML 2025Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage Perspective
43. ICML 2025Cannot See the Forest for the Trees: Invoking Heuristics and Biases to Elicit Irrational Choices of LLMs
44. ICML 2025CASE-Bench: Context-Aware SafEty Benchmark for Large Language Models
45. ICML 2025Clipped SGD Algorithms for Performative Prediction: Tight Bounds for Stochastic Bias and Remedies
46. ICML 2025Clipping Improves Adam-Norm and AdaGrad-Norm when the Noise Is Heavy-Tailed
47. ICML 2025Clone-Robust AI Alignment
48. ICML 2025CodeSteer: Symbolic-Augmented Language Models via Code/Text Guidance
49. ICML 2025Comparing Comparisons: Informative and Easy Human Feedback with Distinguishability Queries
50. ICML 2025Comparing Few to Rank Many: Active Human Preference Learning Using Randomized Frank-Wolfe Method

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。