Event Tables for Efficient Experience Replay

no code implementations • 1 Nov 2022 • Varun Kompella, Thomas J. Walsh, Samuel Barrett, Peter Wurman, Peter Stone

Experience replay (ER) is a crucial component of many deep reinforcement learning (RL) systems.

Car Racing reinforcement-learning +1

Transformer Grammars: Augmenting Transformer Language Models with Syntactic Inductive Biases at Scale

no code implementations • 1 Mar 2022 • Laurent Sartran, Samuel Barrett, Adhiguna Kuncoro, Miloš Stanojević, Phil Blunsom, Chris Dyer

We find that TGs outperform various strong baselines on sentence-level language modeling perplexity, as well as on multiple syntax-sensitive language modeling evaluation metrics.

Inductive Bias Language Modelling +1