← Search

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…

Cited by 20SourcePDFScholar
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…