| 2024 | AAAI | Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization. | Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa |
| 2024 | AAAI | Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract). | Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa |
| 2024 | COMAD | Preference-Aware Constrained Multi-Objective Bayesian Optimization. | Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa |
| 2023 | AISTATS | Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach. | Syrine Belakaria, Janardhan Rao Doppa, Nicol Fusi, Rishit Sheth |
| 2022 | AAAI | Bayesian Optimization over Permutation Spaces. | Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, Dae Hyun Kim |
| 2021 | AAAI | Mercer Features for Efficient Combinatorial Bayesian Optimization. | Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa |
| 2021 | DAC | Learning Pareto-Frontier Resource Management Policies for Heterogeneous SoCs: An Information-Theoretic Approach. | Aryan Deshwal, Syrine Belakaria, Ganapati Bhat, Janardhan Rao Doppa, Partha Pratim Pande |
| 2021 | ICCAD | 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 Pratim Pande, Krishnendu Chakrabarty, Hai Helen Li |
| 2021 | ICML | Bayesian Optimization over Hybrid Spaces. | Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa |
| 2020 | AAAI | Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach. | Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa |
| 2020 | AAAI | Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization. | Syrine Belakaria, Aryan Deshwal, Nitthilan Kannappan Jayakodi, Janardhan Rao Doppa |
| 2020 | AAAI | Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework. | Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, Alan Fern |
| 2020 | DATE | Design of Multi-Output Switched-Capacitor Voltage Regulator via Machine Learning. | Zhiyuan Zhou, Syrine Belakaria, Aryan Deshwal, Wookpyo Hong, Janardhan Rao Doppa, Partha Pratim Pande, Deukhyoun Heo |
| 2018 | VTC | Optimal Local and In-Route Charging Management of Electric Mobility-on-Demand Systems. | Mustafa Ammous, Syrine Belakaria, Sameh Sorour, Ahmed Abdel-Rahim |
| 2017 | VTC | Optimal Routing with In-Route Charging of Mobility-on-Demand Electric Vehicles. | Mustafa Ammous, Syrine Belakaria, Sameh Sorour, Ahmed Abdel-Rahim |
| 2017 | VTC | A Multi-Class Dispatching and Charging Scheme for Autonomous Electric Mobility On-Demand. | Syrine Belakaria, Mustafa Ammous, Sameh Sorour, Ahmed Abdel-Rahim |