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Arun Kumar Anjanapura Venkatesh

2 accepted papers

2022

Human-AI Collaborative Bayesian Optimisation

NeurIPS 2022accept

Abstract Human-AI collaboration looks at harnessing the complementary strengths of both humans and AI. We propose a new method for human-AI collaboration in Bayesian optimisation where the optimum is mainly pursued by the Bayesian optimisation algorithm following complex computation, whilst getting…

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2021

Kernel Functional Optimisation

NeurIPS 2021poster

Traditional methods for kernel selection rely on parametric kernel functions or a combination thereof and although the kernel hyperparameters are tuned, these methods often provide sub-optimal results due to the limitations induced by the parametric forms. In this paper, we propose a novel formulati…