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Sparse Bayesian Optimization



Sulin Liu , Qing Feng , David Eriksson , Benjamin Letham , Eytan Bakshy


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ProBF: Learning Probabilistic Safety Certificates with Barrier Functions



Athindran Ramesh Kumar , Sulin Liu , Jaime F. Fisac , Ryan P. Adams , Peter J. Ramadge

* Presented at NeurIPS 2021 workshop - Safe and Robust Control of Uncertain Systems 

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The Landscape of Matrix Factorization Revisited



Hossein Valavi , Sulin Liu , Peter J. Ramadge

* 19 pages 

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Distributed Multi-Task Relationship Learning



Sulin Liu , Sinno Jialin Pan , Qirong Ho

* To appear in KDD 2017 

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