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 370 篇，第 5 / 8 页

  1. ICML 2026Sponge Tool Attack: Stealthy Denial-of-Efficiency against Tool-Augmented Agentic Reasoning
  2. ICML 2026State-Dependent Safety Failures in Multi-Turn Language Model Interaction
  3. ICML 2026Steering at the Source: Style Modulation Heads for Robust Persona Control
  4. ICML 2026Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
  5. ICML 2026Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning
  6. ICML 2026SteeringSafety: Benchmarking Representation Steering in LLMs Across Safety Perspectives
  7. ICML 2026Structured Multi-step Jailbreaking under a Hamiltonian Generative Formulation
  8. ICML 2026SVD as a Fast Interpretability Method for Transformers
  9. ICML 2026Symbal: Detecting Systematic Misalignments in Model-Generated Captions
  10. ICML 2026Tackling Fake Forgetting through Uncertainty Quantification
  11. ICML 2026Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification
  12. ICML 2026The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
  13. ICML 2026The Double-Edged Nature of the Rashomon Set for Trustworthy Machine Learning
  14. ICML 2026The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level
  15. ICML 2026The Geometric Origin of Grokking: Accelerating Generalization via Active Structural Reorganization
  16. ICML 2026The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning
  17. ICML 2026The Mechanistic Emergence of Symbol Grounding in Language Models
  18. ICML 2026The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
  19. ICML 2026The Safety-Aware Denoiser for Text Diffusion Models
  20. ICML 2026The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
  21. ICML 2026Think Twice Before You Act: Enhancing Agent Behavioral Safety with Thought Correction
  22. ICML 2026This State Looks Like That: Self-Interpretable Reinforcement Learning Agents using Prototype Soft Actor-Critic
  23. ICML 2026Three Years of r/ChatGPT: Societal Impact Evaluations from Social Media Data
  24. ICML 2026Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG
  25. ICML 2026Token-Efficient Change Detection in LLM APIs
  26. ICML 2026Toward Calibrated Mixture-of-Experts Under Distribution Shift
  27. ICML 2026Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
  28. ICML 2026Towards Context-Invariant Safety Alignment for Large Language Models
  29. ICML 2026Towards Functional Correctness of Large Code Models with Selective Generation
  30. ICML 2026Towards Seed-Robust Safety Alignment in Text-to-Image Models
  31. ICML 2026Towards Steering without Sacrifice: Principled Training of Steering Vectors for Prompt-only Interventions
  32. ICML 2026TraceRouter: Robust Safety for Large Foundation Models via Path-Level Intervention
  33. ICML 2026TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting
  34. ICML 2026Understanding and Mitigating Token-Pruning-Induced Vulnerabilities in VLMs
  35. ICML 2026Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows
  36. ICML 2026Unlearning Isn't Deletion: Investigating Reversibility of Machine Unlearning in LLMs
  37. ICML 2026Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
  38. ICML 2026Weight-sparse transformers have interpretable circuits
  39. ICML 2026What is Missing? Explaining Neurons Activated by Absent Concepts
  40. ICML 2026When Benign Inputs Lead to Severe Harms: Eliciting Unsafe Unintended Behaviors of Computer-Use Agents
  41. ICML 2026When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
  42. ICML 2026When Random Saliency Looks Trained: Architectural Center Bias in CNN Interpretability
  43. ICML 2026When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
  44. ICML 2026Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
  45. ICML 2026Who Gets Credit or Blame? Attributing Accountability in Modern AI Systems
  46. ICML 2026Who Transfers Safety? Identifying and Targeting Cross-Lingual Shared Safety Neurons
  47. ICML 2026X-EviProbe: Post-hoc Parameter-Free Evidential Uncertainty Quantification for Frozen Graph Neural Networks
  48. ICML 2026Z-Erase: Enabling Concept Erasure in Single Stream Diffusion Transformers
  49. ICML 2026ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models
  50. NeurIPS 2026A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models

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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