65 citations · 282 across the 33 of their papers we have counts for
4 papers · 1 filter
Heterogeneous Vertiport Selection Optimization for On-Demand Air Taxi Services: A Deep Reinforcement Learning Approach
Aoyu Pang, Maonan Wang, Zifan Sha +4
Urban Air Mobility (UAM) has emerged as a transformative solution to alleviate urban congestion by utilizing low-altitude airspace, thereby reducing pressure on ground transportati…
Cellular Traffic Prediction via Deep State Space Models with Attention Mechanism
Hui Ma, Kai Yang, Man-On Pun
Cellular traffic prediction is of great importance for operators to manage network resources and make decisions. Traffic is highly dynamic and influenced by many exogenous factors,…
Rényi State Entropy for Exploration Acceleration in Reinforcement Learning
Mingqi Yuan, Man-on Pun, Dong Wang
One of the most critical challenges in deep reinforcement learning is to maintain the long-term exploration capability of the agent. To tackle this problem, it has been recently pr…
Exploring Beyond-Demonstrator via Meta Learning-Based Reward Extrapolation
Mingqi Yuan, Mao-on Pun
Extrapolating beyond-demonstrator (BD) performance through the imitation learning (IL) algorithm aims to learn from and subsequently outperform the demonstrator. To that end, a rep…