3 papers
cs.DS2026
Fair Online Resource Allocation
Christopher En, Yuri Faenza, Andrea Lodi +1
We study the problem of fair online resource allocation, motivated by applications such as refugee resettlement and airline scheduling, where agents arrive sequentially and must be…
cs.LG2025
Single- vs. Dual-Policy Reinforcement Learning for Dynamic Bike Rebalancing
Jiaqi Liang, Defeng Liu, Sanjay Dominik Jena +2
Bike-sharing systems (BSS) provide a sustainable urban mobility solution, but ensuring their reliability requires effective rebalancing strategies to address stochastic demand and…
cs.LG2024
Dual Policy Reinforcement Learning for Real-time Rebalancing in Bike-sharing Systems
Jiaqi Liang, Defeng Liu, Sanjay Dominik Jena +2
Bike-sharing systems play a crucial role in easing traffic congestion and promoting healthier lifestyles. However, ensuring their reliability and user acceptance requires effective…