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Syrine Belakaria

11 papers · 2019–2024 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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+4 more ↓ πŸŒ‰ Interdisciplinary Bridge Β· Bronze 🌍 Conference Polyglot Β· Bronze πŸƒ Academic Marathon Β· Sprint 🐣 Hot Topic Early Bird πŸ—ΊοΈ Taxonomy Completionist (21)
🀝 Dynamic Duo (11) πŸ“ˆ Trend Setter πŸ’Ž Century Club Β· Bronze πŸ”₯ Unstoppable Β· Bronze

Venues

AAAI (7) NeurIPS (2) AISTATS (1) ICML (1)

Top co-authors

Janardhan Rao Doppa (11) Aryan Deshwal (7) Alaleh Ahmadianshalchi (2) Barbara Engelhardt (1) Dae Hyun Kim (1) Nicolo Fusi (1) Alan Fern (1) Eytan Bakshy (1) Nitthilan Kannappan Jayakodi (1) Rishit Sheth (1)

Research topics

Machine Learning (10) Optimization & Theory (9) Mathematics & Optimization (8) Optimization (8) Bayesian & Probabilistic Β· Machine Learning (6) Learning Types (5) Artificial Intelligence (3) Bayesian & Probabilistic Β· Artificial Intelligence (2) Application Areas (1) Learning Paradigms (1)

Keywords

bayesian optimization (9) multi-objective optimization (5) surrogate model (3) pareto front (3) gaussian process (2) combinatorial optimization (2) hyperparameter optimization (2) uncertainty quantification (2) pareto optimization (2) entropy search (2) black-box optimization (2) black-box function (2) acquisition function (2) diffusion kernel (2) thompson sampling (1) graph representation (1) sensitivity analysis (1) resource allocation (1) preference learning (1) uncertainty reduction (1)

Papers

Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes NeurIPS 2024 Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization AAAI 2024 Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024 Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach AISTATS 2023 Bayesian Optimization over Permutation Spaces AAAI 2022 Bayesian Optimization over Hybrid Spaces ICML 2021 Mercer Features for Efficient Combinatorial Bayesian Optimization AAAI 2021 Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach AAAI 2020 Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework AAAI 2020 Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization AAAI 2020 Max-value Entropy Search for Multi-Objective Bayesian Optimization NeurIPS 2019