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 273 篇，第 4 / 6 页

  1. NeurIPS 2025BridgePure: Limited Protection Leakage Can Break Black-Box Data Protection
  2. NeurIPS 2025C-SafeGen: Certified Safe LLM Generation with Claim-Based Streaming Guardrails
  3. NeurIPS 2025CHiQPM: Calibrated Hierarchical Interpretable Image Classification
  4. NeurIPS 2025Collective Bargaining in the Information Economy Can Address AI-Driven Power Concentration
  5. NeurIPS 2025Combining Cost Constrained Runtime Monitors for AI Safety
  6. NeurIPS 2025Conformal Arbitrage: Risk-Controlled Balancing of Competing Objectives in Language Models
  7. NeurIPS 2025Contimask: Explaining Irregular Time Series via Perturbations in Continuous Time
  8. NeurIPS 2025CoT Red-Handed: Stress Testing Chain-of-Thought Monitoring
  9. NeurIPS 2025CTRL-ALT-DECEIT Sabotage Evaluations for Automated AI R&D
  10. NeurIPS 2025Detecting High-Stakes Interactions with Activation Probes
  11. NeurIPS 2025Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing
  12. NeurIPS 2025Direct Alignment with Heterogeneous Preferences
  13. NeurIPS 2025Discovering Opinion Intervals from Conflicts in Signed Graphs
  14. NeurIPS 2025Distillation Robustifies Unlearning
  15. NeurIPS 2025Does Representation Guarantee Welfare?
  16. NeurIPS 2025DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers
  17. NeurIPS 2025Dynamic Risk Assessments for Offensive Cybersecurity Agents
  18. NeurIPS 2025Erasing Conceptual Knowledge from Language Models
  19. NeurIPS 2025ErrorTrace: A Black-Box Traceability Mechanism Based on Model Family Error Space
  20. NeurIPS 2025Fair Deepfake Detectors Can Generalize
  21. NeurIPS 2025Fairshare Data Pricing via Data Valuation for Large Language Models
  22. NeurIPS 2025Faithful Group Shapley Value
  23. NeurIPS 2025FALCON: Fine-grained Activation Manipulation by Contrastive Orthogonal Unalignment for Large Language Model
  24. NeurIPS 2025Final-Model-Only Data Attribution with a Unifying View of Gradient-Based Methods
  25. NeurIPS 2025From Black-box to Causal-box: Towards Building More Interpretable Models
  26. NeurIPS 2025From Judgment to Interference: Early Stopping LLM Harmful Outputs via Streaming Content Monitoring
  27. NeurIPS 2025From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers
  28. NeurIPS 2025From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes
  29. NeurIPS 2025Fundamental Limitations in Pointwise Defences of LLM Finetuning APIs
  30. NeurIPS 2025GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs
  31. NeurIPS 2025Generative Model Inversion Through the Lens of the Manifold Hypothesis
  32. NeurIPS 2025Geometric Imbalance in Semi-Supervised Node Classification
  33. NeurIPS 2025GnnXemplar: Exemplars to Explanations - Natural Language Rules for Global GNN Interpretability
  34. NeurIPS 2025Harnessing the Computation Redundancy in ViTs to Boost Adversarial Transferability
  35. NeurIPS 2025Homogeneous Algorithms Can Reduce Competition in Personalized Pricing
  36. NeurIPS 2025ICLScan: Detecting Backdoors in Black-Box Large Language Models via Targeted In-context Illumination
  37. NeurIPS 2025IF-Guide: Influence Function-Guided Detoxification of LLMs
  38. NeurIPS 2025Improving Perturbation-based Explanations by Understanding the Role of Uncertainty Calibration
  39. NeurIPS 2025Inference-Time Reward Hacking in Large Language Models
  40. NeurIPS 2025Information Retrieval Induced Safety Degradation in AI Agents
  41. NeurIPS 2025JailBound: Jailbreaking Internal Safety Boundaries of Vision-Language Models
  42. NeurIPS 2025Language Models Are Capable of Metacognitive Monitoring and Control of Their Internal Activations
  43. NeurIPS 2025Learning Gradient Boosted Decision Trees with Algorithmic Recourse
  44. NeurIPS 2025Learning to Steer: Input-dependent Steering for Multimodal LLMs
  45. NeurIPS 2025Lifelong Safety Alignment for Language Models
  46. NeurIPS 2025LLM Safety Alignment is Divergence Estimation in Disguise
  47. NeurIPS 2025LLM Unlearning via Neural Activation Redirection
  48. NeurIPS 2025MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework
  49. NeurIPS 2025MIBP-Cert: Certified Training against Data Perturbations with Mixed-Integer Bilinear Programs
  50. NeurIPS 2025Minimizing False-Positive Attributions in Explanations of Non-Linear 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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