8 citations · 15 across the 14 of their papers we have counts for
16 papers
Coordination Matters: Process-Aware Evaluation of Cooperative Multi-Agent Reinforcement Learning
Maria Ana Cardei, Matthew Landers, Afsaneh Doryab
Cooperative multi-agent reinforcement learning (MARL) benchmarks commonly emphasize aggregate outcomes such as return, success rate, or completion time. While essential, these metr…
Improving and Accelerating Offline RL in Large Discrete Action Spaces with Structured Policy Initialization
Matthew Landers, Taylor W. Killian, Thomas Hartvigsen +1
Reinforcement learning in discrete combinatorial action spaces requires searching over exponentially many joint actions to simultaneously select multiple sub-actions that form cohe…
SAINT: Attention-Based Policies for Discrete Combinatorial Action Spaces
Matthew Landers, Taylor W. Killian, Thomas Hartvigsen +1
The combinatorial structure of many real-world action spaces leads to exponential growth in the number of possible actions, limiting the effectiveness of conventional reinforcement…
Factorized Deep Q-Network for Cooperative Multi-Agent Reinforcement Learning in Victim Tagging
Maria Ana Cardei, Afsaneh Doryab
Mass casualty incidents (MCIs) are a growing concern, characterized by complexity and uncertainty that demand adaptive decision-making strategies. The victim tagging step in the em…
Pairwise Spatiotemporal Partial Trajectory Matching for Co-movement Analysis
Maria Cardei, Sabit Ahmed, Gretchen Chapman +1
Spatiotemporal pairwise movement analysis involves identifying shared geographic-based behaviors between individuals within specific time frames. Traditionally, this task relies on…
Exploring Smartphone-based Spectrophotometry for Nutrient Identification and Quantification
Andrew Balch, Maria A. Cardei, Afsaneh Doryab
Imbalanced nutrition is a global health issue with significant downstream effects. Current methods of assessing nutrient levels face several limitations, with accessibility being a…