WinFLoRA: Incentivizing Client-Adaptive Aggregation in Federated LoRA under Privacy Heterogeneity.

@inproceedings{kou-2026-winflora, author = {Mengsha Kou and Xiaoyu Xia and Ziqi Wang and Ibrahim Khalil and Ruikun Luo and Jingwen Zhou and Minhui Xue}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{WinFLoRA: Incentivizing Client-Adaptive Aggregation in Federated LoRA under Privacy Heterogeneity}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {5241--5252}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792295}, doi = {https://doi.org/10.1145/3774904.3792295} }