IJCAI

Federated Learning at the Forefront of Fairness: A Multifaceted Perspective

联邦学习前沿的公平性：多维度视角

Noorain Mukhtiar, Adnan Mahmood, Yipeng Zhou, Jian Yang, Jing Teng, Quan Z. Sheng

机构 * School of Computing, Macquarie University（麦考瑞大学计算机学院） ； School of Control and Computer Engineering, North China Electric Power University（华北电力大学控制与计算机工程学院） 纠错

AI总结 本文从多维度视角探讨联邦学习中的公平性问题，分类现有公平性方法，并提出框架和未来研究方向以推动公平性在FL中的发展。

Comments 7 pages (main content), 2 pages (references), Accepted and Published Proceedings of the 34th International Joint Conference on Artificial Intelligence (IJCAI). 2025

Divide and Conquer: Multimodal Video Deepfake Detection via Cross-Modal Fusion and Localization

分而治之：通过跨模态融合与定位实现多模态视频深度伪造检测

Qingcao Li, Miao He, Liang Yi, Qing Wen, Yitao Zhang, Hongshuo Jin, Peng Cheng, Zhongjie Ba, Li Lu, Kui Ren

AI总结 本文提出一种通过跨模态融合与定位实现多模态视频深度伪造检测的系统，通过音频和视觉模块的融合提升检测鲁棒性。

Comments The 3rd Place, IJCAI 2025 Workshop on Deepfake Detection, Localization, and Interpretability