3 papers
cs.LG2026
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning
Shiva Raj Pokhrel, Dipsan Bhattarai, Anwar Walid
Federated parameter-efficient fine-tuning (PEFT) enables communication-efficient adaptation of large pretrained models on decentralized edge data, but it remains fragile under non-…
cs.NI2025
Distilling Large Language Models for Network Active Queue Management
Shiva Raj Pokhrel, Deol Satish, Jonathan Kua +1
The growing complexity of network traffic and demand for ultra-low latency communication require smarter packet traffic management. Existing Deep Learning-based queuing approaches…
cs.NI2022
Fair and Efficient Distributed Edge Learning with Hybrid Multipath TCP
Shiva Raj Pokhrel, Jinho Choi, Anwar Walid
The bottleneck of distributed edge learning (DEL) over wireless has shifted from computing to communication, primarily the aggregation-averaging (Agg-Avg) process of DEL. The exist…