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20042023
most citedReinforcement Learning in Non-Stationary Environments

96 citations · 369 across the 74 of their papers we have counts for

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Showing 2020Show all

5 papers · 1 filter

cs.RO2020★ 6 cited

Robust Quadrupedal Locomotion on Sloped Terrains: A Linear Policy Approach

Kartik Paigwar, Lokesh Krishna, Sashank Tirumala +7

In this paper, with a view toward fast deployment of locomotion gaits in low-cost hardware, we use a linear policy for realizing end-foot trajectories in the quadruped robot, Stoch…

cs.LG2020★ 1 cited

Hindsight Experience Replay with Kronecker Product Approximate Curvature

Dhuruva Priyan G M, Abhik Singla, Shalabh Bhatnagar

Hindsight Experience Replay (HER) is one of the efficient algorithm to solve Reinforcement Learning tasks related to sparse rewarded environments.But due to its reduced sample effi…

eess.SY2020

A reinforcement learning approach to hybrid control design

Meet Gandhi, Atreyee Kundu, Shalabh Bhatnagar

In this paper we design hybrid control policies for hybrid systems whose mathematical models are unknown. Our contributions are threefold. First, we propose a framework for modelli…

cs.RO2020

Learning Stable Manoeuvres in Quadruped Robots from Expert Demonstrations

Sashank Tirumala, Sagar Gubbi, Kartik Paigwar +6

With the research into development of quadruped robots picking up pace, learning based techniques are being explored for developing locomotion controllers for such robots. A key pr…

eess.SY2020★ 4 cited

A Stochastic Game Framework for Efficient Energy Management in Microgrid Networks

Shravan Nayak, Chanakya Ajit Ekbote, Annanya Pratap Singh Chauhan +5

We consider the problem of energy management in microgrid networks. A microgrid is capable of generating a limited amount of energy from a renewable resource and is responsible for…