Ishan Durugkar

Ishan Durugkar

Research Scientist at Sony AI. Interested in research and applications of Reinforcement Learning (RL), Multiagent RL, and Robotics

Go for a walk and arrive at the answer: Reasoning over paths in knowledge bases using reinforcement learning

Published in International Conference on Learning Representations, 2018

Recommended citation: Rajarshi Das, Shehzaad Dhuliawala, Manzil Zaheer, Luke Vilnis, Ishan Durugkar, Akshay Krishnamurthy, Alex Smola, Andrew McCallum. (2018). "Go for a walk and arrive at the answer: Reasoning over paths in knowledge bases using reinforcement learning". International Conference on Learning Representations, 2017. https://idurugkar.github.com/files/MINERVA_ICLR2018.pdf

Download paper here

Using Policy Gradient to learn navigation in knowledge bases

Recommended citation: Rajarshi Das, Shehzaad Dhuliawala, Manzil Zaheer, Luke Vilnis, Ishan Durugkar, Akshay Krishnamurthy, Alex Smola, Andrew McCallum. (2018). “Go for a walk and arrive at the answer: Reasoning over paths in knowledge bases using reinforcement learning”. International Conference on Learning Representations, 2017.