Efficient Federated Finetuning of Tiny Transformers with Resource-Constrained Devices. - Kilian Pfeiffer; Mohamed Aboelenien Ahmed; Ramin Khalili; Jörg Henkel (CoRR, 2024)

Efficient Zero-Order Federated Finetuning of Language Models for Resource-Constrained Devices. - Mohamed Aboelenien Ahmed; Kilian Pfeiffer; Ramin Khalili; Heba Khdr; Jörg Henkel (CoRR, 2025)

Accelerated Training on Low-Power Edge Devices. - Mohamed Aboelenien Ahmed; Kilian Pfeiffer; Heba Khdr; Osama Abboud; Ramin Khalili; Jörg Henkel (CoRR, 2025)