社会层面 · safety论文趋势 2023–2026

AI 社会议题：safety

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 688 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

社会层面 · safety论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202320204
202423116141
2025131111301273
2026121202263370

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

全部社会层面 · safety论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 226 篇，第 4 / 5 页

  1. ICML 2026Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
  2. ICML 2026Reverse-Engineering Model Editing on Language Models
  3. ICML 2026Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control
  4. ICML 2026Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use
  5. ICML 2026Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
  6. ICML 2026Robust AI Evaluation through Maximal Lotteries
  7. ICML 2026Robust Human-AI Complementarity under Uncertainty
  8. ICML 2026Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling
  9. ICML 2026SAEs-BrainMap: Unveiling the Emergence of Specialized Concepts in Deep Models via Brain Alignment
  10. ICML 2026Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks
  11. ICML 2026SafeSearch: Automated Red-Teaming of LLM-Based Search Agents
  12. ICML 2026Safety Generalization Under Distribution Shift in Safe Reinforcement Learning: A Diabetes Testbed
  13. ICML 2026Safety-Efficacy Trade Off: Robustness against Data-Poisoning
  14. ICML 2026Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection
  15. ICML 2026SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
  16. ICML 2026SecCodePRM: A Process Reward Model for Code Security
  17. ICML 2026Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation
  18. ICML 2026Securing Multimodal AI through Internal Information Decomposition
  19. ICML 2026Social Hippocampus Memory Learning
  20. ICML 2026SOPE: Situation-Aware and Statistically Indistinguishable Privacy Exfiltration for MCP-enabled Agents
  21. ICML 2026Sparse and Faithful Local Explanations with Piecewise Linear Surrogates
  22. ICML 2026Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
  23. ICML 2026Sparse Models, Sparse Safety: Unsafe Routes in Mixture-of-Experts LLMs
  24. ICML 2026Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
  25. ICML 2026SpatialJB: How Text Distribution Art Becomes The "Jailbreak Key" for LLM Guardrails
  26. ICML 2026Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks
  27. ICML 2026Speech-Audio Compositional Attacks on Multimodal LLMs and Their Defense with SALMONN-Guard
  28. ICML 2026Sponge Tool Attack: Stealthy Denial-of-Efficiency against Tool-Augmented Agentic Reasoning
  29. ICML 2026State-Dependent Safety Failures in Multi-Turn Language Model Interaction
  30. ICML 2026Steering at the Source: Style Modulation Heads for Robust Persona Control
  31. ICML 2026Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
  32. ICML 2026Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning
  33. ICML 2026SteeringSafety: Benchmarking Representation Steering in LLMs Across Safety Perspectives
  34. ICML 2026Structured Multi-step Jailbreaking under a Hamiltonian Generative Formulation
  35. ICML 2026SVD as a Fast Interpretability Method for Transformers
  36. ICML 2026Symbal: Detecting Systematic Misalignments in Model-Generated Captions
  37. ICML 2026Tackling Fake Forgetting through Uncertainty Quantification
  38. ICML 2026Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification
  39. ICML 2026The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
  40. ICML 2026The Double-Edged Nature of the Rashomon Set for Trustworthy Machine Learning
  41. ICML 2026The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level
  42. ICML 2026The Geometric Origin of Grokking: Accelerating Generalization via Active Structural Reorganization
  43. ICML 2026The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning
  44. ICML 2026The Mechanistic Emergence of Symbol Grounding in Language Models
  45. ICML 2026The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
  46. ICML 2026The Safety-Aware Denoiser for Text Diffusion Models
  47. ICML 2026The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
  48. ICML 2026Think Twice Before You Act: Enhancing Agent Behavioral Safety with Thought Correction
  49. ICML 2026This State Looks Like That: Self-Interpretable Reinforcement Learning Agents using Prototype Soft Actor-Critic
  50. ICML 2026Three Years of r/ChatGPT: Societal Impact Evaluations from Social Media Data

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 查社会层面 · safety在 ICML 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": "social-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。

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