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Dataset catalog

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27 results for “RL environments”
M
External · RLE-1105

MiniWoB++

Farama-maintained suite of 128 synthetic mini web-interaction tasks (button/form/date/inbox) with DOM+screenshot observations.

Type RL environmentsVolume 128 registered Gymnasium environments (docs: 'over 100 tasks')Format Python package (pip install miniwob-plusplus) + Gymnasium + Selenium/Chrome; HTML task pagesAccess PUBLIC LICENSE
Free
open-source license
View
S
External · RLE-1303

ScienceWorld

Text-based interactive environment covering elementary-science curriculum tasks (30 task types) with a dense reward in [0,1].

Type RL environmentsVolume 30 task typesFormat Python (pip: scienceworld) + Scala/JVM simulatorAccess PUBLIC LICENSE
Free
open-source license
View
W
External · RLE-1103

WebShop

Simulated e-commerce shopping environment: 1.18M real products and 12,087 instructions with a search/click action space and dense reward.

Type RL environmentsVolume 12087 crowd-sourced instructions (1.18M products; 500-task common test set)Format Python (Flask web app + gym text interface) + downloadable product data & search indexAccess PUBLIC LICENSE
Free
open-source license
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A
External · RLE-1301

ALFWorld

Text-based embodied household RL environment aligning ALFRED tasks with TextWorld; 134 unseen eval games across 6 task types with an optional vision variant.

Type RL environmentsVolume 134 unseen eval gamesFormat Python (pip: alfworld) + PDDL/game filesAccess PUBLIC LICENSE
Free
open-source license
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P(
External · RLE-1407

PettingZoo (Farama)

The standard Python API and reference environment suite for multi-agent RL, covering Atari (multiplayer), Classic board/card games, MPE, SISL, and Butterfly.

Type RL environmentsVolume dozens reference environmentsFormat Python (pip: pettingzoo; AEC / Parallel multi-agent API)Access PUBLIC LICENSE
Free
open-source license
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B
External · RLE-1304

BabyAI

Grid-world instruction-following platform with a compositional synthetic 'Baby Language'; 19 levels of increasing difficulty, now part of Minigrid.

Type RL environmentsVolume 19 levelsFormat Python (Minigrid / Gym API)Access PUBLIC LICENSE
Free
open-source license
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T
External · RLE-1302

TextWorld

Microsoft's sandbox engine for procedurally generating and playing text-adventure games to train and evaluate RL agents; underlies ALFWorld.

Type RL environmentsVolume Unlimited procedurally-generated gamesFormat Python (pip: textworld) + generated game filesAccess PUBLIC LICENSE
Free
open-source license
View