Author

Bal'azs Kulcs'ar

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Review Open access Sep 2026

Shaping the future of transit: Innovations and prospects of intelligent connected bus systems

As urbanization progresses, traffic congestion has become an increasingly severe issue confronting metropolitan areas worldwide. Intelligent connected bus systems (ICBS) emerge as a transformative solution to address this challenge. This review synthesizes ICBS as a layered closed-loop transit system that links inf...

Shi-Jie Cong, Wei Zhang, Kai Wang et al. · Communications in Transporta... · 0 citations

#artificial intelligence May 2026

Two-Stage Learned Decomposition for Scalable Routing on Multigraphs

This work splits the routing policy into a node permutation stage and an edge selection stage, and introduces a pre-encoding edge aggregation scheme and a non-autoregressive architecture for the edge stage, as well as a hierarchical reinforcement learning method to train the stages jointly.

Filip Rydin, M. Chehreghani, Balázs Kulcsár · arXiv.org · 0 citations

Jul 2026

Probabilistic Physics-Aware Machine Learning Predictions of Electric Truck Energy Consumption with Field Data

The results show that Bayesian linear regression based on this physics-aware model can improve the reliability of the expected energy consumption, as compared with standard linear regression, and it is shown that more complex machine learning models such as neural networks and gradient boosted regression trees can furt...

Hannes Nilsson, R. Basso, Bal'azs Kulcs'ar et al. · arXiv.org · 0 citations