59 citations · 60 across the 13 of their papers we have counts for
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cs.LG2026
Quantum-Inspired Modeling of Driving Behavior
Mohammad Elayan, Omid Armantalab, Wissam Kontar
Driver behavior is heterogeneous, context-dependent, and changes over time, and these properties shape the traffic phenomena we observe. Most models, however, fix in advance which…
cs.LG2026
Behavioral Heterogeneity as Quantum-Inspired Representation
Mohammad Elayan, Wissam Kontar
Driver heterogeneity is often reduced to labels or discrete regimes, compressing what is inherently dynamic into static categories. We introduce quantum-inspired representation tha…
cs.RO2026
Learning the Pareto Space of Multi-Objective Autonomous Driving: A Modular, Data-Driven Approach
Mohammad Elayan, Wissam Kontar
Balancing safety, efficiency, and interaction is fundamental to designing autonomous driving agents and to understanding autonomous vehicle (AV) behavior in real-world operation. T…