2 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…