社会层面 · safety论文趋势 2023–2026

主要结论

• 社会层面 · safety论文从 2023 年的 4 篇增长到 2026 年的 370 篇，三年间扩大到约 93 倍。
• ICML 是发社会层面 · safety论文最多的会议，2023–2026 年共 364 篇，占四个会议总量的 53%。
• 交叉方向里涨得最快的是对齐与安全：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 3；同组增长最快的社会层面 · privacy是 6.6 倍，社会层面 · safety是 93 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 2026BarrierSteer: LLM Safety via Learning Barrier Steering
• ICML 2026Anti-Backdoor Coreset Selection via Cumulative Entropy
• ICLR 2026Bi-Criteria Metric Distortion
• CVPR 2026Omni-MMSI Toward Identity-attributed Social Interaction Understanding
• NeurIPS 2025Safety Pretraining: Toward the Next Generation of Safe AI
• ICML 2025$S^2$FGL: Spatial Spectral Federated Graph Learning
• ICLR 2025The Hidden Cost of Waiting for Accurate Predictions
• CVPR 2025Do We Really Need Curated Malicious Data for Safety Alignment in Multi-modal Large Language Models?
• NeurIPS 2024Quantifying the Bitter Lesson: How Safety Benchmarks Measure Capabilities Instead of Safety
• ICML 2024Optimally Improving Cooperative Learning in a Social Setting
• ICLR 2024The Devil is in the Neurons: Interpreting and Mitigating Social Biases in Language Models
• CVPR 2024Digital Life Project: Autonomous 3D Characters with Social Intelligence
• NeurIPS 2023Strategyproof Voting under Correlated Beliefs
• ICML 2023Adaptive Coordination in Social Embodied Rearrangement
• NeurIPS 2026Beyond Feature Disruption: Boundary-Diverting Unlearnable Examples against Linear Probing
• ICML 2026AutoControl Arena: Synthesizing Executable Test Environments for Frontier AI Risk Evaluation
• ICLR 2026PRISON: Unmasking the Criminal Potential of Large Language Models
• CVPR 2026Spot The Ball A Benchmark for Visual Social Inference
• NeurIPS 2025SAFEx: Analyzing Vulnerabilities of MoE-Based LLMs via Stable Safety-critical Expert Identification
• ICML 2025Adversaries Can Misuse Combinations of Safe Models

全部社会层面 · safety论文

共 370 篇，第 1 / 8 页

1. CVPR 2026Breaking Multimodal LLM Safety via Video-Driven Prompting
2. CVPR 2026Omni-MMSI Toward Identity-attributed Social Interaction Understanding
3. CVPR 2026Spot The Ball A Benchmark for Visual Social Inference
4. ICLR 2026A2D: Any-Order, Any-Step Safety Alignment for Diffusion Language Models
5. ICLR 2026Any-Depth Alignment: Unlocking Innate Safety Alignment of LLMs to Any-Depth
6. ICLR 2026Beyond Linear Probes: Dynamic Safety Monitoring for Language Models
7. ICLR 2026Bi-Criteria Metric Distortion
8. ICLR 2026Erase or Hide? Suppressing Spurious Unlearning Neurons for Robust Unlearning
9. ICLR 2026GAVEL: Towards Rule-Based Safety through Activation Monitoring
10. ICLR 2026GradShield: Alignment Preserving Finetuning
11. ICLR 2026GuardAlign: Robust Safety Alignment in Multimodal Large Language Models
12. ICLR 2026Invisible Safety Threat: Malicious Finetuning for LLM via Steganography
13. ICLR 2026OffTopicEval: When Large Language Models Enter the Wrong Chat, Almost Always!
14. ICLR 2026On the Impossibility of Separating Intelligence from Judgment: The Computational Intractability of Filtering for AI Alignment
15. ICLR 2026PRISON: Unmasking the Criminal Potential of Large Language Models
16. ICLR 2026ProSafePrune: Projected Safety Pruning for Mitigating Over-Refusal in LLMs
17. ICLR 2026Reasoned Safety Alignment: Ensuring Jailbreak Defense via Answer-Then-Check
18. ICLR 2026Reward Models Inherit Value Biases from Pretraining
19. ICLR 2026Safety Subspaces are Not Linearly Distinct: A Fine-Tuning Case Study
20. ICLR 2026Social Agents: Collective Intelligence Improves LLM Predictions
21. ICLR 2026Steering Language Models with Weight Arithmetic
22. ICLR 2026Superficial Safety Alignment Hypothesis
23. ICLR 2026When Style Breaks Safety: Defending LLMs Against Superficial Style Alignment
24. ICML 2026A Geometric Analysis of Small-sized Language Model Hallucinations
25. ICML 2026A New Framework for Cybersecurity Refusals in AI Agents
26. ICML 2026A Positive Case for Faithfulness: Explanations Help Predict Model Behavior
27. ICML 2026A Unified Framework for Diffusion Model Unlearning with f-Divergence
28. ICML 2026A-MemGuard: A Proactive Defense Framework For LLM-Based Agent Memory
29. ICML 2026ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity
30. ICML 2026Acoustic Interference: A New Paradigm Weaponizing Acoustic Latent Semantic for Universal Jailbreak against Large Audio Language Models
31. ICML 2026Agentic Confidence Calibration
32. ICML 2026AIR: Improving Agent Safety through Incident Response
33. ICML 2026Algorithmic Recourse of In-Context Learning for Tabular Data
34. ICML 2026Ambiguous Strategic Classification
35. ICML 2026An Odd Estimator for Shapley Values
36. ICML 2026Anchored Decoding: Provably Reducing Copyright Risk for Any Language Model
37. ICML 2026Anti-Backdoor Coreset Selection via Cumulative Entropy
38. ICML 2026Architecture Matters for Multi-Agent Security
39. ICML 2026Are Your Agents Upward Deceivers?
40. ICML 2026At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization
41. ICML 2026AutoControl Arena: Synthesizing Executable Test Environments for Frontier AI Risk Evaluation
42. ICML 2026Automatically Finding Reward Model Biases
43. ICML 2026Belief Dynamics Reveal the Dual Nature of In-Context Learning and Activation Steering
44. ICML 2026Beyond Additive Decompositions: Interpretability Through Separability
45. ICML 2026Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
46. ICML 2026Beyond Pixels: Mining Compressed Domain Artifacts for Efficient AI-Generated Video Detection
47. ICML 2026Biases in the Blind Spot: Detecting What LLMs Fail to Mention
48. ICML 2026BlueCodeAgent: A Blue Teaming Agent Powered by Automated Red Teaming for CodeGen AI
49. ICML 2026Broadening the Backdoor Basin: Understanding LLM Backdoors Collapse and Making Backdoors Persistent
50. ICML 2026Building Reliable Long-Form Generation via Hallucination Rejection Sampling

常见问题

2023–2026 年四大会议一共有多少篇社会层面 · safety论文？

共 688 篇，按年份分别是 2023 年 4 篇、2024 年 41 篇、2025 年 273 篇、2026 年 370 篇。

NeurIPS 2026 有多少篇社会层面 · safety论文？

NeurIPS 2026 有 121 篇社会层面 · safety论文，上一届是 131 篇。

ICLR 2026 有多少篇社会层面 · safety论文？

ICLR 2026 有 20 篇社会层面 · safety论文，上一届是 11 篇。

ICML 2026 有多少篇社会层面 · safety论文？

ICML 2026 有 226 篇社会层面 · safety论文，上一届是 130 篇。

CVPR 2026 有多少篇社会层面 · safety论文？

CVPR 2026 有 3 篇社会层面 · safety论文，上一届是 1 篇。

哪个会议的社会层面 · safety论文最多？

ICML，2023–2026 年共 364 篇。