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 380 篇，第 1 / 8 页

  1. CVPR 2026AdapAction Adaptive Target Action Backdoor Attack against GUI Agents
  2. CVPR 2026AntiStyler Defending Object Detection Models Against Adversarial Patch Attacks Using
  3. CVPR 2026BlackMirror Black-Box Backdoor Detection for Text-to-Image Models via Instruction-Response Deviation
  4. CVPR 2026Eliminate Distance Differences Induced by Backdoor Attacks Layer-Selective Training and
  5. CVPR 2026Exposing Functional Fusion A New Class of Strategic Backdoor in
  6. CVPR 2026FORCE Transferable Visual Jailbreaking Attacks via Feature Over-Reliance CorrEction
  7. CVPR 2026Fractal Camouflage A Bio-Inspired Approach for Multi-Scale Adversarial Attacks in
  8. CVPR 2026Good Can Sometimes be Bad A Unified Attack against 3D
  9. CVPR 2026IAG Input-aware Backdoor Attack on VLM-based Visual Grounding
  10. CVPR 2026Logit-Margin Repulsion for Backdoor Defense
  11. CVPR 2026Out of Sight Out of Track Adversarial Attacks on Propagation-based
  12. CVPR 2026Phantom Physical Object Interactions as Dynamic Triggers for NMS-Exploited Backdoors
  13. CVPR 2026RaPA Enhancing Transferable Targeted Attacks via Random Parameter Pruning
  14. CVPR 2026Towards Human-Imperceptible Backdoor Attacks on Text-to-Image Diffusion Models
  15. CVPR 2026Towards Robust Multimodal Large Language Models Against Jailbreak Attacks
  16. CVPR 2026Towards Stealthy and Effective Backdoor Attacks on Lane Detection A
  17. CVPR 2026VCP-Attack Visual-Contrastive Projection for Transferable Black-Box Targeted Attacks on Large
  18. CVPR 2026When Robots Obey the Patch Universal Transferable Patch Attacks on
  19. ICLR 2026BEAT: Visual Backdoor Attacks on VLM-based Embodied Agents via Contrastive Trigger Learning
  20. ICLR 2026Beware Untrusted Simulators -- Reward-Free Backdoor Attacks in Reinforcement Learning
  21. ICLR 2026Black-Box Privacy Attacks on Shared Representations in Multitask Learning
  22. ICLR 2026Curation Leaks: Membership Inference Attacks against Data Curation for Machine Learning
  23. ICLR 2026Defending against Backdoor Attacks via Module Switching
  24. ICLR 2026Detecting Temporal Misalignment Attacks in Multimodal Fusion for Autonomous Driving
  25. ICLR 2026Don't Shift the Trigger: Robust Gradient Ascent for Backdoor Unlearning
  26. ICLR 2026Membership Inference Attacks Against Fine-tuned Diffusion Language Models
  27. ICLR 2026Mitigating Safety Fallback in Editing-based Backdoor Injection on LLMs
  28. ICLR 2026No Prior, No Leakage: Revisiting Reconstruction Attacks in Trained Neural Networks
  29. ICLR 2026No, of Course I Can! Deeper Fine-Tuning Attacks That Bypass Token-Level Safety Mechanisms
  30. ICLR 2026Protection against Source Inference Attacks in Federated Learning
  31. ICLR 2026Purifying Generative LLMs from Backdoors without Prior Knowledge or Clean Reference
  32. ICLR 2026Reliable Poisoned Sample Detection against Backdoor Attacks Enhanced by Sharpness Aware Minimization
  33. ICLR 2026ReTrace: Reinforcement Learning-Guided Reconstruction Attacks on Machine Unlearning
  34. ICLR 2026SABRE-FL: Selective and Accurate Backdoor Rejection for Federated Prompt Learning
  35. ICLR 2026STEDiff: Revealing the Spatial and Temporal Redundancy of Backdoor Attacks in Text-to-Image Diffusion Models
  36. ICLR 2026Test-Time Poisoned Sample Detection by Exploiting Shallow Malicious Matching in Backdoored CLIP
  37. ICLR 2026TrojanTO: Action-Level Backdoor Attacks Against Trajectory Optimization Models
  38. ICLR 2026Unmasking Backdoors: An Explainable Defense via Gradient-Attention Anomaly Scoring for Pre-trained Language Models
  39. ICML 2026Angel or Demon: Investigating the Plasticity Interventions' Impact on Backdoor Threats in Deep Reinforcement Learning
  40. ICML 2026Anti-Backdoor Coreset Selection via Cumulative Entropy
  41. ICML 2026Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
  42. ICML 2026BOCLOAK: Optimal Transport-Guided Adversarial Attacks on Graph Neural Network-Based Bot Detection
  43. ICML 2026BYORn: Bootstrap Your Own Responses to Defend Large Vision-Language Models Against Backdoor Attacks
  44. ICML 2026CBV: Clean-label Backdoor Attacks on Vision Language Models via Diffusion Models
  45. ICML 2026Coupled Trigger Optimization and Vulnerable Parameter Alignment for Persistent Backdoor Attacks on Federated Learning
  46. ICML 2026DF-LoGiT: Data-Free Logic-Gated Backdoor Attacks in Vision Transformers
  47. ICML 2026Erased but Not Forgotten: How Backdoors Compromise Concept Erasure
  48. ICML 2026Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning
  49. ICML 2026From Internal Diagnosis to External Auditing: A VLM-Driven Paradigm for Data-Free Online Backdoor Defense
  50. ICML 2026From Parameters to Feature Space: Task Arithmetic for Backdoor Mitigation in Model Merging

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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