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researcher

S. N. Sasikumar

2 papers hereh-index 4174 citations5 works total

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author position
  • sole author1
  • middle author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.AI2

identity via Semantic Scholar / OpenAlex

most citedExploration in Feature Space for Reinforcement Learning

2 citations · 2 across the 1 of their papers we have counts for

collaborators

2 papers

cs.AI2017★ 2 cited

Exploration in Feature Space for Reinforcement Learning

Suraj Narayanan Sasikumar

The infamous exploration-exploitation dilemma is one of the oldest and most important problems in reinforcement learning (RL). Deliberate and effective exploration is necessary for…

cs.AI2017

Count-Based Exploration in Feature Space for Reinforcement Learning

Jarryd Martin, Suraj Narayanan Sasikumar, Tom Everitt +1

We introduce a new count-based optimistic exploration algorithm for Reinforcement Learning (RL) that is feasible in environments with high-dimensional state-action spaces. The succ…

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