Search Results for author: Caleb Ho

Found 3 papers, 1 papers with code

The Open Catalyst 2020 (OC20) Dataset and Community Challenges

5 code implementations20 Oct 2020 Lowik Chanussot, Abhishek Das, Siddharth Goyal, Thibaut Lavril, Muhammed Shuaibi, Morgane Riviere, Kevin Tran, Javier Heras-Domingo, Caleb Ho, Weihua Hu, Aini Palizhati, Anuroop Sriram, Brandon Wood, Junwoong Yoon, Devi Parikh, C. Lawrence Zitnick, Zachary Ulissi

Catalyst discovery and optimization is key to solving many societal and energy challenges including solar fuels synthesis, long-term energy storage, and renewable fertilizer production.

Monte Carlo Tree Search With Iteratively Refining State Abstractions

no code implementations NeurIPS 2021 Samuel Sokota, Caleb Ho, Zaheen Ahmad, J. Zico Kolter

In this work, we present a method, called abstraction refining, for extending MCTS to stochastic environments which, unlike progressive widening, leverages the geometry of the state space.

Cannot find the paper you are looking for? You can Submit a new open access paper.