3 papers
cs.LG2026
IGT-OMD: Implicit Gradient Transport for Decision-Focused Learning under Delayed Feedback
Benjamin Amoh, Geoffrey G. Parker, Wesley Marrero
Decision-focused learning trains predictive models end-to-end against downstream decision loss, but online settings suffer delayed feedback: outcomes may not arrive for many enviro…
cs.LG2026
Multi-Agent Decision-Focused Learning via Value-Aware Sequential Communication
Benjamin Amoh, Geoffrey Parker, Wesley Marrero
Multi-agent coordination under partial observability requires agents to share complementary private information. While recent methods optimize messages for intermediate objectives…
cs.LG2026
Boosted Distributional Reinforcement Learning: Analysis and Healthcare Applications
Zequn Chen, Wesley J. Marrero
Researchers and practitioners are increasingly considering reinforcement learning to optimize decisions in complex domains like robotics and healthcare. To date, these efforts have…