Search Results for author: Sarguna Janani Padmanabhan

Found 3 papers, 2 papers with code

Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks & Game Theory

1 code implementation8 Dec 2020 Griffin Adams, Sarguna Janani Padmanabhan, Shivang Shekhar

We address two major challenges of implicit coordination in multi-agent deep reinforcement learning: non-stationarity and exponential growth of state-action space, by combining Deep-Q Networks for policy learning with Nash equilibrium for action selection.

OpenAI Gym Reinforcement Learning (RL)

When and Why are Pre-trained Word Embeddings Useful for Neural Machine Translation?

1 code implementation NAACL 2018 Ye Qi, Devendra Singh Sachan, Matthieu Felix, Sarguna Janani Padmanabhan, Graham Neubig

The performance of Neural Machine Translation (NMT) systems often suffers in low-resource scenarios where sufficiently large-scale parallel corpora cannot be obtained.

Machine Translation NMT +2

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