后门攻击论文趋势 2023–2026

触发器与检测

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 381 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

后门攻击论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232115112673
202436272418105
20253125171992
202636203619111

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

全部后门攻击论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 88 篇，第 1 / 2 页

  1. ICML 2026Angel or Demon: Investigating the Plasticity Interventions' Impact on Backdoor Threats in Deep Reinforcement Learning
  2. ICML 2026Anti-Backdoor Coreset Selection via Cumulative Entropy
  3. ICML 2026Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
  4. ICML 2026BOCLOAK: Optimal Transport-Guided Adversarial Attacks on Graph Neural Network-Based Bot Detection
  5. ICML 2026BYORn: Bootstrap Your Own Responses to Defend Large Vision-Language Models Against Backdoor Attacks
  6. ICML 2026CBV: Clean-label Backdoor Attacks on Vision Language Models via Diffusion Models
  7. ICML 2026Coupled Trigger Optimization and Vulnerable Parameter Alignment for Persistent Backdoor Attacks on Federated Learning
  8. ICML 2026DF-LoGiT: Data-Free Logic-Gated Backdoor Attacks in Vision Transformers
  9. ICML 2026Erased but Not Forgotten: How Backdoors Compromise Concept Erasure
  10. ICML 2026Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning
  11. ICML 2026From Internal Diagnosis to External Auditing: A VLM-Driven Paradigm for Data-Free Online Backdoor Defense
  12. ICML 2026From Parameters to Feature Space: Task Arithmetic for Backdoor Mitigation in Model Merging
  13. ICML 2026From Poisoned to Aware: Fostering Backdoor Self-Awareness in LLMs
  14. ICML 2026Improving the Sensitivity of Backdoor Detectors via Class Subspace Orthogonalization
  15. ICML 2026INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
  16. ICML 2026Neural Honeytrace: Plug&Play Watermarking Framework against Model Extraction Attacks
  17. ICML 2026New Wide-Net-Casting Jailbreak Attacks Risk Large Models
  18. ICML 2026PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks
  19. ICML 2026Persistent Backdoor Attacks in Class-Incremental Learning via Structural Invariant Anchoring
  20. ICML 2026PolicyGuard: Towards Test-time and Step-level Adversary Defense for Reinforcement Learning Agent
  21. ICML 2026Rapid Poison: Practical Poisoning Attacks Against the Rapid Response Framework
  22. ICML 2026Rethinking Forgery Attacks on Semantic Watermarks in Black-Box Settings: A Geometric Distortion Perspective
  23. ICML 2026Robust Harmful Features Under Jailbreak Attacks: Mechanistic Evidence from Attention Head Specialization in Large Language Models
  24. ICML 2026Robust In-Context Reinforcement Learning Under Reward Poisoning Attacks
  25. ICML 2026Semantic-level Backdoor Attack against Text-to-Image Diffusion Models
  26. ICML 2026SemBind: Binding Diffusion Watermarks to Semantics Against Black-Box Forgery Attacks
  27. ICML 2026SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems
  28. ICML 2026SORA: Free Second-Order Attacks in Fast Adversarial Training
  29. ICML 2026TCAP: Tri-Component Attention Profiling for Unsupervised Backdoor Detection in MLLM Fine-Tuning
  30. ICML 2026Theory of Continual Learning Against Data Poisoning Attacks
  31. ICML 2026Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
  32. ICML 2026TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
  33. ICML 2026TokenSwap: Backdoor Attack on the Compositional Understanding of Large Vision-Language Models
  34. ICML 2026Toward Subspace-Perturbed Trajectory-Aware Backdoor Attacks in Deep Reinforcement Learning
  35. ICML 2026Turning Bias into Bugs: Bandit-Guided Style Manipulation Attacks on LLM Judges
  36. ICML 2026Uncovering Hidden Triggers: Backdoor Attribution in Language Models
  37. ICML 2025A Closer Look at Backdoor Attacks on CLIP
  38. ICML 2025Adversarial Inception Backdoor Attacks against Reinforcement Learning
  39. ICML 2025Backdoor Attacks in Token Selection of Attention Mechanism
  40. ICML 2025Bi-perspective Splitting Defense: Achieving Clean-Seed-Free Backdoor Security
  41. ICML 2025Circumventing Backdoor Space via Weight Symmetry
  42. ICML 2025CROW: Eliminating Backdoors from Large Language Models via Internal Consistency Regularization
  43. ICML 2025Does Low Rank Adaptation Lead to Lower Robustness against Training-Time Attacks?
  44. ICML 2025Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection
  45. ICML 2025Flexible, Efficient, and Stable Adversarial Attacks on Machine Unlearning
  46. ICML 2025HyperNear: Unnoticeable Node Injection Attacks on Hypergraph Neural Networks
  47. ICML 2025ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks
  48. ICML 2025Optimizing Adaptive Attacks against Watermarks for Language Models
  49. ICML 2025PoisonBench: Assessing Language Model Vulnerability to Poisoned Preference Data
  50. ICML 2025SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution

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 查后门攻击在 NeurIPS 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": "backdoor-attacks"}

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后门攻击论文？
共 381 篇，按年份分别是 2023 年 73 篇、2024 年 105 篇、2025 年 92 篇、2026 年 111 篇。
NeurIPS 2026 有多少篇后门攻击论文？
NeurIPS 2026 有 36 篇后门攻击论文，上一届是 31 篇。
ICLR 2026 有多少篇后门攻击论文？
ICLR 2026 有 20 篇后门攻击论文，上一届是 25 篇。
ICML 2026 有多少篇后门攻击论文？
ICML 2026 有 36 篇后门攻击论文，上一届是 17 篇。
CVPR 2026 有多少篇后门攻击论文？
CVPR 2026 有 19 篇后门攻击论文，上一届是 19 篇。
哪个会议的后门攻击论文最多？
NeurIPS，2023–2026 年共 124 篇。

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