% Key papers for Backdoors in federated learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2020_dba_29847, title = {{DBA: Distributed Backdoor Attacks against Federated Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=rkgyS0VFvr}, } @inproceedings{aaai2021_defending_409, title = {{Defending against Backdoors in Federated Learning with Robust Learning Rate}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/09268-defending-against-backdoors-in-federated-learning-with-robust-learning-rate/}, } @inproceedings{neurips2020_attack_59396, title = {{Attack of the Tails: Yes, You Really Can Backdoor Federated Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18380}, } @inproceedings{aaai2023_poisoning_4379, title = {{Poisoning with Cerberus: Stealthy and Colluded Backdoor Attack against Federated Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26083}, } @inproceedings{aaai2024_beyond_5288, title = {{Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30131}, } @inproceedings{aaai2024_chronic_5401, title = {{Chronic Poisoning: Backdoor Attack against Split Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29591}, } @inproceedings{cvpr2025_infighting_26624, title = {{Infighting in the Dark: Multi-Label Backdoor Attack in Federated Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33457}, } @inproceedings{neurips2023_iba_68770, title = {{IBA: Towards Irreversible Backdoor Attacks in Federated Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71079}, } @inproceedings{neurips2023_fedgame_69410, title = {{FedGame: A Game-Theoretic Defense against Backdoor Attacks in Federated Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70499}, } @inproceedings{iclr2024_backdoor_33807, title = {{Backdoor Federated Learning by Poisoning Backdoor-Critical Layers}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19268}, } @inproceedings{iclr2023_incompatibility_33134, title = {{Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11486}, } @inproceedings{aaai2025_ibas_9483, title = {{IBAS:Imperceptible Backdoor Attacks in Split Learning with Limited Information}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34986}, } @inproceedings{iclr2026_ghost_85565, title = {{Ghost in the Cloud: Your Geo-Distributed Large Language Models Training is Easily Manipulated}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=FwnmQnVc7g}, } @inproceedings{neurips2026_hpe_90363, title = {{HPE: Hallucinated Positive Entanglement for Backdoor Attacks in Federated Self-Supervised Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/154699}, } @inproceedings{aaai2026_filter_108507, title = {{FILTER: A Framework for Defending Against Backdoor Attacks in Vertical Federated Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40859}, } @inproceedings{icml2026_coupled_52545, title = {{Coupled Trigger Optimization and Vulnerable Parameter Alignment for Persistent Backdoor Attacks on Federated Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=X3wIJK1gmP}, }