IEEE TMC

Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection

Liangqi Yuan, Dong-Jun Han, Su Wang, Devesh Upadhyay, Christopher G. Brinton

NeFL: Nested Model Scaling for Federated Learning with System Heterogeneous Clients

Honggu Kang, Seohyeon Cha, Jinwoo Shin, Jongmyeong Lee, Joonhyuk Kang

NeuroBalancer: Balancing System Frequencies with Punctual Laziness for Timely and Energy-efficient DNN Inferences

K. Bin, S. Kim, S. Ha, S. Chong and K. Lee

Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks

Dong-Jun Han, Do-Yeon Kim, Minseok Choi, David Nickel, Jaekyun Moon, Mung Chiang, Christopher G. Brinton

Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks

D.-J. Han, D.-Y. Kim, M. Choi, D. Nickel, J. Moon, M. Chiang and C. G. Brinton

HiMoDepth: Efficient Training-Free High-Resolution On-Device Depth Perception

Jinrui Zhang, Huan Yang, Ju Ren, Deyu Zhang, Bangwen He, Youngki Lee, Ting Cao, Yuanchun Li, Yaoxue Zhang, Yunxin Liu