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07/25/2023
Impact of Transportation Network Companies on Labor Supply and Wages for Taxi Drivers
While the growth of TNCs took a substantial part of ridership and asset ...
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07/21/2023
Supporting Post-disaster Recovery with Agent-based Modeling in Multilayer Socio-physical Networks
The examination of post-disaster recovery (PDR) in a socio-physical syst...
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01/13/2023
Mean-Field Control based Approximation of Multi-Agent Reinforcement Learning in Presence of a Non-decomposable Shared Global State
Mean Field Control (MFC) is a powerful approximation tool to solve large...
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09/15/2022
Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL)
Mean-Field Control (MFC) has recently been proven to be a scalable tool ...
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09/07/2022
On the Near-Optimality of Local Policies in Large Cooperative Multi-Agent Reinforcement Learning
We show that in a cooperative N-agent network, one can design locally ex...
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02/28/2022
Can Mean Field Control (MFC) Approximate Cooperative Multi Agent Reinforcement Learning (MARL) with Non-Uniform Interaction?
Mean-Field Control (MFC) is a powerful tool to solve Multi-Agent Reinfor...
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02/13/2022
Deep Learning based Coverage and Rate Manifold Estimation in Cellular Networks
This article proposes Convolutional Neural Network-based Auto Encoder (C...
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09/09/2021
On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)
Mean field control (MFC) is an effective way to mitigate the curse of di...
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07/29/2021
Mobilkit: A Python Toolkit for Urban Resilience and Disaster Risk Management Analytics using High Frequency Human Mobility Data
Increasingly available high-frequency location datasets derived from sma...
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01/01/2021
Quantifying spatial homogeneity of urban road networks via graph neural networks
The spatial homogeneity of an urban road network (URN) measures whether ...
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11/26/2019
City2City: Translating Place Representations across Cities
Large mobility datasets collected from various sources have allowed us t...
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12/05/2018
Modeling Urban Taxi Services with e-hailings: A Queueing Network Approach
The rise of e-hailing taxis has significantly altered urban transportati...
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11/24/2018