3 papers
quant-ph2025
Quantum Markov Chains: Hub-Pruned Estimation for Fashion Recommenders
Or Peretz, Tai Dinh, Michal Koren
We investigate whether shallow quantum circuits can accurately reproduce the short-horizon dynamics of discrete-time Markov chains derived from fashion electronic-commerce recommen…
cs.LG2025
UAMDP: Uncertainty-Aware Markov Decision Process for Risk-Constrained Reinforcement Learning from Probabilistic Forecasts
Michal Koren, Or Peretz, Tai Dinh +1
Sequential decisions in volatile, high-stakes settings require more than maximizing expected return; they require principled uncertainty management. This paper presents the Uncerta…
cs.CE2025
A data-driven framework for team selection in Fantasy Premier League
Danial Ramezani, Tai Dinh
Fantasy football is a billion-dollar industry with millions of participants. Under a fixed budget, managers select squads to maximize future Fantasy Premier League (FPL) points. Th…