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cs.LG2026
Beyond Static Datasets: Robust Offline Policy Optimization via Vetted Synthetic Transitions
Pedram Agand, Mo Chen
Offline Reinforcement Learning (ORL) holds immense promise for safety-critical domains like industrial robotics, where real-time environmental interaction is often prohibitive. A p…
cs.LG2024
Sequential Modeling of Complex Marine Navigation: Case Study on a Passenger Vessel (Student Abstract)
Yimeng Fan, Pedram Agand, Mo Chen +3
The maritime industry's continuous commitment to sustainability has led to a dedicated exploration of methods to reduce vessel fuel consumption. This paper undertakes this challeng…