1 citations · 1 across the 4 of their papers we have counts for
4 papers
Rollout Efficiency in Reinforcement Learning for Reasoning Large Language Models: A Taxonomy and Future Directions
Niloofar Gholipour, Marcos Assuncao, Gursimran Singh +8
Reasoning-oriented reinforcement learning enables large language models to solve mathematical, coding, and other multi-step tasks, but shifts a substantial portion of the training…
HFX: Joint Design of Algorithms and Systems for Multi-SLO Serving and Fast Scaling
Zahra Yousefijamarani, Xinglu Wang, Qian Wang +12
Large language model (LLM) serving faces the dual challenge of meeting strict user-specific service-level objectives (SLOs) while minimizing computational cost under dynamic, multi…
TPTO: A Transformer-PPO based Task Offloading Solution for Edge Computing Environments
Niloofar Gholipour, Marcos Dias de Assuncao, Pranav Agarwal +2
Emerging applications in healthcare, autonomous vehicles, and wearable assistance require interactive and low-latency data analysis services. Unfortunately, cloud-centric architect…
Recent Advances in Energy Efficient Resource Management Techniques in Cloud Computing Environments
Niloofar Gholipour, Ehsan Arianyan, Rajkumar Buyya
Nowadays cloud computing adoption as a form of hosted application and services is widespread due to decreasing costs of hardware, software, and maintenance. Cloud enables access to…