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researcher

P. N. Karthik

13 papers hereh-index 578 citations17 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author6
  • last author1

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • cs.LG6
  • cs.IT4
  • stat.ML2
  • math.ST1

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedFederated Best Arm Identification with Heterogeneous Clients

4 citations · 9 across the 12 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

cs.LG2022★ 4 cited

Federated Best Arm Identification with Heterogeneous Clients

Zhirui Chen, P. N. Karthik, Vincent Y. F. Tan +1

We study best arm identification in a federated multi-armed bandit setting with a central server and multiple clients, when each client has access to a {\em subset} of arms and eac…

cs.LG2022

Almost Cost-Free Communication in Federated Best Arm Identification

Kota Srinivas Reddy, P. N. Karthik, Vincent Y. F. Tan

We study the problem of best arm identification in a federated learning multi-armed bandit setup with a central server and multiple clients. Each client is associated with a multi-…

stat.ML2022

Best Arm Identification in Restless Markov Multi-Armed Bandits

P. N. Karthik, Kota Srinivas Reddy, Vincent Y. F. Tan

We study the problem of identifying the best arm in a multi-armed bandit environment when each arm is a time-homogeneous and ergodic discrete-time Markov process on a common, finit…

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