Mikayel_samvelyan Minihack the Planet a Sandbox for Open Ended Rl Research 2021

[TOC] Title: MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research Author: Mikayel Samvelyan et. al. Publish Year: Nov 2021 Review Date: Mar 2022 Summary of paper They presented MiniHack, an easy-to-use framework for creating rich and varied RL environments, as well as a suite of tasks developed using this framework. Built upon NLE and the des-file format, MiniHack enables the use of rich entities and dynamics from the game of NetHack to create a large variety of RL environments for targeted experimentation, while also allowing painless scaling-up of the difficulty of existing environments. MiniHack’s environments are procedurally generated by default, ensuring the evaluation of systematic generalization of RL agents. ...

March 4, 2022 · 3 min · Sukai Huang