49 citations · 99 across the 14 of their papers we have counts for
4 papers · 1 filter
Fine-Tuning Large Language Models for Quantum Reasoning
Katherine Ip, Casey R. Myers, Udaya Parampalli +2
Large language models (LLMs) exhibit abilities beyond natural language modelling and text generation. Recent advances in their reasoning capabilities have spurred interest in apply…
A System Aware Resource Allocation for Distributed Workflows in Quantum Computing Environments
Abhishek Sawaika, Udaya Parampalli, Rajkumar Buyya
Rapid advancements in cloud based platforms providing access to quantum computing capabilities have opened up several challenges for efficient usage of these highly delicate and co…
MADQRL: Distributed Quantum Reinforcement Learning Framework for Multi-Agent Environments
Abhishek Sawaika, Samuel Yen-Chi Chen, Udaya Parampalli +1
Reinforcement learning (RL) is one of the most practical ways to learn from real-life use-cases. Motivated from the cognitive methods used by humans makes it a widely acceptable st…
Encoding Matters: Benchmarking Binary and D-ary Representations for Quantum Combinatorial Optimization
Shashank Sanjay Bhat, Peiyong Wang, Joseph West +1
Combinatorial optimization problems are typically formulated using Quadratic Unconstrained Binary Optimization (QUBO), where constraints are enforced through penalty terms that int…