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Piyush Khandelwal

2 accepted papers

2021

Efficient Real-Time Inference in Temporal Convolution Networks

ICRA 2021poster

It has been recently demonstrated that Temporal Convolution Networks (TCNs) provide state-of-the-art results in many problem domains where the input data is a time-series. TCNs typically incorporate information from a long history of inputs (the receptive field) into a single output using many convo…

Cited by 6SourceScholar
2016

On the Analysis of Complex Backup Strategies in Monte Carlo Tree Search

ICML 2016poster

Over the past decade, Monte Carlo Tree Search (MCTS) and specifically Upper Confidence Bound in Trees (UCT) have proven to be quite effective in large probabilistic planning domains. In this paper, we focus on how values are backpropagated in the MCTS tree, and apply complex return strategies from t…