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Syrine Belakaria
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Max-value entropy search for multi-objective bayesian optimization
S Belakaria, A Deshwal, JR Doppa
Conference on Neural Information Processing Systems (NeurIPS), 7825-7835, 2019
1262019
Uncertainty-aware search framework for multi-objective Bayesian optimization
S Belakaria, A Deshwal, NK Jayakodi, JR Doppa
Proceedings of the AAAI Conference on Artificial Intelligence 34 (06), 10044 …, 2020
752020
Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach
S Belakaria, A Deshwal, JR Doppa
AAAI Conference on Artificial Intelligence (AAAI), 2020
492020
Optimal cloud-based routing with in-route charging of mobility-on-demand electric vehicles
M Ammous, S Belakaria, S Sorour, A Abdel-Rahim
IEEE Transactions on Intelligent Transportation Systems 20 (7), 2510-2522, 2018
452018
Bayesian optimization over hybrid spaces
A Deshwal, S Belakaria, JR Doppa
International Conference on Machine Learning, 2632-2643, 2021
352021
Mercer Features for Efficient Combinatorial Bayesian Optimization
A Deshwal, S Belakaria, JR Doppa
Proceedings of the AAAI Conference on Artificial Intelligence, 2020
352020
Design and Optimization of Energy-Accuracy Tradeoff Networks for Mobile Platforms via Pretrained Deep Models
NK Jayakodi, S Belakaria, A Deshwal, JR Doppa
ACM Transactions on Embedded Computing Systems (TECS) 19 (1), 1-24, 2020
322020
Design of Multi-Output Switched-Capacitor Voltage Regulator via Machine Learning
S Belakaria, Z Zhou, A Deshwal, W Hong, JR Doppa, PP Pande, D Heo
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 502-507, 2020
302020
Multi-objective optimization of ReRAM crossbars for robust DNN inferencing under stochastic noise
X Yang, S Belakaria, BK Joardar, H Yang, JR Doppa, PP Pande, ...
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2021
272021
Joint Delay and Cost Optimization of In-Route Charging for On-Demand Electric Vehicles
M Ammous, S Belakaria, S Sorour, A Abdel-Rahim
IEEE Transactions on Intelligent Vehicles 5 (1), 149-164, 2019
262019
Machine learning enabled fast multi-objective optimization for electrified aviation power system design
S Belakaria, D Jackson, Y Cao, JR Doppa, X Lu
IEEE Energy Conversion Congress and Exposition (ECCE), 2020
242020
Max-value entropy search for multi-objective Bayesian optimization with constraints
S Belakaria, A Deshwal, JR Doppa
NeurIPS Workshop on Machine Learning and the Physical Sciences, 2020
232020
Optimizing discrete spaces via expensive evaluations: A learning to search framework
A Deshwal, S Belakaria, JR Doppa, A Fern
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 3773-3780, 2020
192020
A Hierarchical Management Framework for Autonomous Electric Mobility-on-Demand Services
N Yamin, S Belakaria, S Sorour, M Hefeida
Connected and Autonomous Vehicles in Smart Cities, 19-66, 2020
15*2020
Fog-based multi-class dispatching and charging for autonomous electric mobility on-demand
S Belakaria, M Ammous, S Sorour, A Abdel-Rahim
IEEE Transactions on Intelligent Transportation Systems 21 (2), 762-776, 2019
152019
Uncertainty aware Search Framework for Multi-Objective Bayesian Optimization with Constraints
S Belakaria, A Deshwal, JR Doppa
ICML Workshop on Automated Machine Learning (AutoML), 2020
142020
Learning pareto-frontier resource management policies for heterogeneous socs: An information-theoretic approach
A Deshwal, S Belakaria, G Bhat, JR Doppa, PP Pande
2021 58th ACM/IEEE Design Automation Conference (DAC), 607-612, 2021
132021
Multi-Class Management With Sub-Class Service for Autonomous Electric Mobility On-Demand Systems
S Belakaria, M Ammous, L Smith, S Sorour, A Abdel-Rahim
IEEE Transactions on Vehicular Technology 68 (7), 7155-7159, 2019
132019
A Multi-Class Dispatching and Charging Scheme for Autonomous Electric Mobility On-Demand
S Belakaria, M Ammous, S Sorour, A Abdel-Rahim
2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), 1-5, 2017
132017
Scalable Combinatorial Bayesian Optimization with Tractable Statistical models
A Deshwal, S Belakaria, JR Doppa
NeurIPS Workshop on Machine Learning for Engineering Modeling, Simulation …, 2020
122020
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