Northwestern's McCormick School of Engineering

Sidhanth Mohanty Wins Best Paper Award at FOCS 2025

Mohanty and a multi-institution team demonstrated a fast, explicit approach to constructing lossless vertex expansion networks.
IEEE

Toward the Age in Forwarding: A Deep Reinforcement Learning Enabled Routing Mechanism for Large-Scale Satellite Networks via Spatial–Temporal Graph Neural Networks

Abstract: In large-scale satellite networks, end-to-end data delivery confronts long propagation latency and dynamical connectivity, heavily challenging current routing strategies due to the ...
IEEE

Comparative Review of Algorithms in Vehicle Routing and Rail Container Service Scheduling Problem

Abstract: This paper presents a comparative analysis in network structure, delivery units and customer interaction in Vehicle Routing Problem (VRP) and the Rail Container Scheduling Problem (RCSSP), ...
GitHub

Urban Routing Benchmark: Benchmarking MARL algorithms on the fleet routing tasks

first learning of human drivers, which then 'mutate` to CAVs, are trained to optimize routing policies with the implemented algorithm. When the training is finished, it uses raw results to compute a ...