John C. S. Lui

Learning to count: A deep learning framework for graphlet count estimation

2020 · Network Science

Abstract Graphlet counting is a widely explored problem in network analysis and has been successfully applied to a variety of applications in many domains, most notatbly bioinformatics, social science, and infrastructure network studies. Efficiently computing …

Quantum Best Arm Identification with Quantum Oracles

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Best arm identification (BAI) is a key problem in stochastic multi-armed bandits, where K arms each has an associated reward distribution, and the objective is to minimize the number of queries needed to identify the …