Flexible, Model-Agnostic Method for Materials Data Extraction from Text Using General Purpose Language Models

no code implementations • 9 Feb 2023 • Maciej P. Polak, Shrey Modi, Anna Latosinska, Jinming Zhang, Ching-Wen Wang, Shanonan Wang, Ayan Deep Hazra, Dane Morgan

In this paper we present a simple method of extracting materials data from full texts of research papers suitable for quickly developing modest-sized databases.

Selective Uncertainty Propagation in Offline RL

no code implementations • 1 Feb 2023 • Sanath Kumar Krishnamurthy, Shrey Modi, Tanmay Gangwani, Sumeet Katariya, Branislav Kveton, Anshuka Rangi

We consider the finite-horizon offline reinforcement learning (RL) setting, and are motivated by the challenge of learning the policy at any step h in dynamic programming (DP) algorithms.

Offline RL reinforcement-learning +1