59 citations · 60 across the 13 of their papers we have counts for
4 papers · 1 filter
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…
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…
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning
Raed Kontar, Naichen Shi, Xubo Yue +12
The Internet of Things (IoT) is on the verge of a major paradigm shift. In the IoT system of the future, IoFT, the cloud will be substituted by the crowd where model training is br…
Predicting Vehicles' Longitudinal Trajectories and Lane Changes on Highway On-Ramps
Nachuan Li, Riley Fischer, Wissam Kontar +1
Vehicles on highway on-ramps are one of the leading contributors to congestion. In this paper, we propose a prediction framework that predicts the longitudinal trajectories and lan…