no code implementations • 12 Apr 2021 • Arun Verma, Manjesh K. Hanawal, Arun Rajkumar, Raman Sankaran
The loss depends on two hidden parameters, one specific to the arm but independent of the resource allocation, and the other depends on the allocated resource.
1 code implementation • NeurIPS 2019 • Arun Verma, Manjesh K. Hanawal, Arun Rajkumar, Raman Sankaran
We study this novel setting by establishing its `equivalence' to Multiple-Play Multi-Armed Bandits(MP-MAB) and Combinatorial Semi-Bandits.
no code implementations • NeurIPS 2015 • Rakesh Shivanna, Bibaswan K. Chatterjee, Raman Sankaran, Chiranjib Bhattacharyya, Francis Bach
We propose an alternative PAC-based bound, which do not depend on the VC dimension of the underlying function class, but is related to the famous Lov\'{a}sz~$\vartheta$ function.
no code implementations • 31 Dec 2013 • Dinesh Govindaraj, Raman Sankaran, Sreedal Menon, Chiranjib Bhattacharyya
The CSKL formulation introduces a parameter t which directly corresponds to the number of kernels selected.