Belakaria, Syrine

14 publications

TMLR 2025 Non-Myopic Multi-Objective Bayesian Optimization Syrine Belakaria, Alaleh Ahmadian, Barbara E Engelhardt, Stefano Ermon, Jana Doppa

NeurIPS 2025 Preference-Guided Diffusion for Multi-Objective Offline Optimization Yashas Annadani, Syrine Belakaria, Stefano Ermon, Stefan Bauer, Barbara E Engelhardt

NeurIPS 2024 Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes Syrine Belakaria, Benjamin Letham, Janardhan Rao Doppa, Barbara Engelhardt, Stefano Ermon, Eytan Bakshy

AAAI 2024 Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa

AAAI 2024 Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) Alaleh Ahmadianshalchi, Syrine Belakaria, Janardhan Rao Doppa

AISTATS 2023 Bayesian Optimization over Iterative Learners with Structured Responses: A Budget-Aware Planning Approach Syrine Belakaria, Janardhan Rao Doppa, Nicolo Fusi, Rishit Sheth

AAAI 2022 Bayesian Optimization over Permutation Spaces Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, Dae Hyun Kim

ICML 2021 Bayesian Optimization over Hybrid Spaces Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa

AAAI 2021 Mercer Features for Efficient Combinatorial Bayesian Optimization Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa

JAIR 2021 Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa

AAAI 2020 Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa

AAAI 2020 Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework Aryan Deshwal, Syrine Belakaria, Janardhan Rao Doppa, Alan Fern

AAAI 2020 Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization Syrine Belakaria, Aryan Deshwal, Nitthilan Kannappan Jayakodi, Janardhan Rao Doppa

NeurIPS 2019 Max-Value Entropy Search for Multi-Objective Bayesian Optimization Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa