1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CL2025
Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection
Yeshwanth Venkatesha, Souvik Kundu, Priyadarshini Panda
Parameter Efficient Fine-Tuning (PEFT) has become the de-facto approach in adapting Large Language Models (LLMs) for downstream tasks in Natural Language Processing. However, its a…
cs.RO2025★ 1 cited
Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits
Yeshwanth Venkatesha, Souvik Kundu, Priyadarshini Panda
Large Language Models (LLMs) enable various applications on edge devices such as smartphones, wearables, and embodied robots. However, their deployment often depends on expensive c…