Book Chapter

  • A Hierarchical Management Framework for Autonomous Electric Mobility-on-Demand Services

    • Nuzhat Yamin, Syrine Belakaria, Sameh Sorour, Mohamad Hefeida

    • Connected and Autonomous Vehicles in Smart Cities, Chapter 2, CRC Press, 2020.

Publications

  • Bayesian Optimization Over Iterative Learners with Structured Response: A Budget-aware Planning Approach

    • Syrine Belakaria, Janardhan Rao Doppa, Nicolo Fusi, and Rishit Sheth

    • The 26th International Conference on Artificial Intelligence and Statistics (AISTATS) , 2023 [PDF ]


  • Preference-Aware Constrained Multi-Objective Bayesian Optimization

    • Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa

    • NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems, 2022 [PDF ]


  • Bayesian Optimization over Permutation Spaces

    • Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, and Dae Hyun Kim

    • Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2022 [PDF ][Code]


  • Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • Journal of Artificial Intelligence Research (JAIR), vol 72, pp 667--715, 2021. [PDF ][Code]


  • Machine Learning Enabled Design Automation and Multi-Objective Optimization for Electric Transportation Power Systems

    • Syrine Belakaria*, Derek Jackson*, Yue Cao, Janardhan Rao Doppa, and Xiaonan Lu (* denotes equal contribution)

    • IEEE Transactions on Transportation Electrification (TTE), 2021


  • Bayesian Optimization over Hybrid Spaces

    • Aryan Deshwal, Syrine Belakaria, and Janardhan Rao Doppa

    • Proceedings of International Conference on Machine Learning (ICML), 2021 [PDF ][Code]


  • Mercer Features for Efficient Combinatorial Bayesian Optimization

    • Aryan Deshwal, Syrine Belakaria, and Janardhan Rao Doppa

    • Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2021 [PDF ][Code]


  • Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise

    • Xiaoxuan Yang, Syrine Belakaria, Biresh Kumar Joardar, Huanrui Yang, Janardhan Rao Doppa, Partha Pande, Krishnendu Chakrabarty, and Hai Li

    • To appear in Proceedings of 40th IEEE/ACM International Conference on Computer Aided Design (ICCAD), 2021


  • Learning Pareto-Frontier Resource Management Policies for Heterogeneous SoCs: An Information-Theoretic Approach

    • Aryan Deshwal, Syrine Belakaria, Ganapati Bhat, Janardhan Rao Doppa, and Partha Pande.

    • Proceedings of 58th Design Automation Conference (DAC) [PDF ]


  • Information-Theoretic Multi-Objective Bayesian Optimization with Continuous Approximations

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • NeurIPS Workshop on Machine Learning for Engineering Modeling, Simulation, and Design, 2020 [PDF ]


  • Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • NeurIPS Workshop on Machine Learning and the Physical Sciences, 2020 [PDF] [Code]


  • Scalable Combinatorial Bayesian Optimization with Tractable Statistical Models

    • Aryan Deshwal, Syrine Belakaria, and Janardhan Rao Doppa

    • NeurIPS Workshop on Machine Learning for Engineering Modeling, Simulation, and Design, 2020 [PDF] [Code]


  • Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization with Constraints

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • ICML Workshop on Automated Machine Learning, 2020 [PDF] [Code]


  • Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework

    • Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, and Alan Fern

    • Proceedings of 34th AAAI Conference on Artificial Intelligence (AAAI), 2020 [PDF]


  • Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • Proceedings of 34th AAAI Conference on Artificial Intelligence (AAAI), 2020 [PDF]


  • Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization

    • Syrine Belakaria, Aryan Deshwal, Nitthilan Kannappan Jayakodi, and Janardhan Rao Doppa

    • Proceedings of 34th AAAI Conference on Artificial Intelligence (AAAI), 2020 [PDF][Code]


  • Design of Multi-Output Switched-Capacitor Voltage Regulator via Machine Learning

    • Syrine Belakaria *, Zhiyuan Zhou *, Aryan Deshwal, Wookpyo Hong, Janardhan Rao Doppa, Partha Pratim Pande, and Deukhyoun Heo (* denotes equal contribution)

    • Proceedings of 23rd IEEE/ACM International Conference on Design Automation and Test in Europe (DATE), 2020 [PDF]


  • Machine Learning Enabled Fast Multi-Objective Optimization for Electrified Aviation Power System Design

  • Syrine Belakaria*, Derek Jackson*, Yue Cao, Janardhan Rao Doppa, and Xiaonan Lu (* denotes equal contribution)

  • Proceedings of IEEE Energy Conversion Congress and Exposition (ECCE), 2020 [PDF]


  • Design and Optimization of Energy-Accuracy Trade-off Networks for Mobile platforms via Pretrained Deep Models

    • Nitthilan Kannappan Jayakodi, Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • ACM Transactions on Embedded Computing Systems (TECS), 19(1): 4:1-4:24, 2020 [PDF]


  • Fleet Re-Balancing with In-Route Charging for Decentralized Multi-Class Autonomous Electric Mobility on Demand Systems.

    • Nuzhat Yamin, Lauren Smith, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE International Conference on Communications (ICC), 2020. [PDF]


  • Max-value Entropy Search for Multi-Objective Bayesian Optimization

    • Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa

    • Proceedings of 33rd Conference on Neural Information Processing Systems (NeurIPS), 2019 [PDF] [Appendix] [Code]


  • Multi-Class Management with Sub-Class Service for Autonomous Electric Mobility On-Demand Systems

    • Syrine Belakaria, Mustafa Ammous, Lauren Smith, Sameh Sorour, and Ahmed Abdel-Rahim

    • IEEE Transactions on Vehicular Technology (TVT), 68(7), 7155-7159, 2019 [PDF ]


  • Joint Delay and Cost Optimization of In-Route Charging for On-Demand Electric Vehicles.

    • Mustafa Ammous, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • IEEE Transactions on Intelligent Vehicles (IEEE T-IV), 2019 [PDF ]


  • Fog-Based Multi-Class Dispatching and Charging for Autonomous Electric Mobility On-Demand.

    • Syrine Belakaria, Mustafa Ammous, Sameh Sorour, and Ahmed Abdel-Rahim

    • IEEE Transactions on Intelligent Transportation Systems (ITST), 2019 [PDF ]


  • Optimal Cloud Based Routing with In-Route Charging of Mobility-on-Demand Electric Vehicles.

    • Mustafa Ammous, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • IEEE Transactions on Intelligent Transportation Systems (ITST), 20(7) , 2510-2522, 2018 [PDF ]


  • Optimal Local and In-Route Charging Management of Electric Mobility-On-Demand Systems.

    • Mustafa Ammous, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE Vehicular Technology Conference (VTC), 2018 [PDF ]


  • Optimal Vehicles Dimensioning for Multi-Class Autonomous Electric Mobility On-Demand Systems.

    • Syrine Belakaria, Mustafa Ammous, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE International Conference on Communications (ICC), 2018 [PDF ]


  • Joint Delay and Cost Optimization for Electric On-Demand Vehicles with In-Route Charging.

    • Mustafa Ammous, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE International Conference on Communications (ICC), 2018 [PDF ]


  • A Multi-Class Dispatching and Charging Scheme for Autonomous Electric Mobility On-Demand.

    • Syrine Belakaria, Mustafa Ammous, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE Vehicular Technology Conference (VTC), 2017 [PDF ]


  • Optimal Routing with In-Route Charging of Mobility-on-Demand Electric Vehicles.

    • Mustafa Ammous, Syrine Belakaria, Sameh Sorour, and Ahmed Abdel-Rahim

    • Proceedings of IEEE Vehicular Technology Conference (VTC), 2017 [PDF ]