11 citations · 11 across the 1 of their papers we have counts for
2 papers
cs.NI2025
Task-Oriented Multimodal Token Transmission in Resource-Constrained Multiuser Networks
Junhe Zhang, Wanli Ni, Pengwei Wang +1
With the emergence of large model-based agents, widely adopted transformer-based architectures inevitably produce excessively long token embeddings for transmission, which may resu…
cs.LG2024★ 11 cited
Federated Split Learning with Model Pruning and Gradient Quantization in Wireless Networks
Junhe Zhang, Wanli Ni, Dongyu Wang
As a paradigm of distributed machine learning, federated learning typically requires all edge devices to train a complete model locally. However, with the increasing scale of artif…