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Harshat Kumar

6 papers hereh-index 6215 citations11 works total

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

author position
  • first author5
  • middle author1

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • eess.SP2
  • eess.SY1
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20192023
most citedOn the Sample Complexity of Actor-Critic Method for Reinforcement Learning with Function Approximation

18 citations · 23 across the 6 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

eess.SY2020

Parameter Critic: a Model Free Variance Reduction Method Through Imperishable Samples

Juan Cervino, Harshat Kumar, Alejandro Ribeiro

We consider the problem of finding a policy that maximizes an expected reward throughout the trajectory of an agent that interacts with an unknown environment. Frequently denoted R…

cs.LG2020★ 5 cited

Zeroth-order Deterministic Policy Gradient

Harshat Kumar, Dionysios S. Kalogerias, George J. Pappas +1

Deterministic Policy Gradient (DPG) removes a level of randomness from standard randomized-action Policy Gradient (PG), and demonstrates substantial empirical success for tackling…

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