ProcGen

Introduced in Leveraging Procedural Generation to Benchmark Reinforcement Learning2019

About this Dataset

Procgen Benchmark includes 16 simple-to-use procedurally-generated environments which provide a direct measure of how quickly a reinforcement learning agent learns generalizable skills.

Source: Leveraging Procedural Generation to Benchmark Reinforcement Learning

Dataset Variants

ProcGen

Papers1

Leveraging Procedural Generation to Benchmark Reinforcement Learning

This work empirically demonstrate that diverse environment distributions are essential to adequately train and evaluate RL agents, thereby motivating the extensive use of procedural content generation and uses this benchmark to investigate the effects of scaling model size.

Tasks

EDIT

General Reinforcement Learning Reinforcement Learning (RL)

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Statistics

Papers

1

Tasks

66

Introduced

2019