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Sukriti Singh

2 accepted papers

2023

Concurrent Constrained Optimization of Unknown Rewards for Multi-Robot Task Allocation

RSS 2023poster

Task allocation can enable effective coordination of multi-robot teams to accomplish tasks that are intractable for individual robots. However, existing approaches to task allocation often assume that task requirements or reward functions are known and explicitly specified by the user. In this work,…

2023

Tanimoto Random Features for Scalable Molecular Machine Learning

NeurIPS 2023poster

The Tanimoto coefficient is commonly used to measure the similarity between molecules represented as discrete fingerprints, either as a distance metric or a positive definite kernel. While many kernel methods can be accelerated using random feature approximations, at present there is a lack of such…