NiceWebRL

A Python library for quickly making human subject experiments with machine learning models and environments.

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Below is a collection of the domains and environments that are available to use in experiments with NiceWebRL.

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3D robotics
logic
multi-agent
multi-task
open-ended
packing
planning
routing
single-agent
single-task
swarms
Craftax
single-task single-agent open-ended
Kinetix
multi-task single-agent open-ended
Navix (Minigrid)
multi-task single-agent
XLand Minigrid
multi-task single-agent
JaxMARL
Cramped Room
cramped_room
multi-agent
JaxMARL
Multi-agent brax
multi-agent brax
multi-agent 3D robotics
JaxMARL
Storm
storm
multi-agent
JaxMARL
Coin Game
coin_game
multi-agent
JaxMARL
Mpe
MPE
multi-agent
JaxMARL
Jaxnav
JaxNav
multi-agent
JaxMARL
Smax
smax
multi-agent
Jax Goal-conditioned RLL
3D robotics
PgX
2048
2048
planning
PgX
Animal shogi
Animal Shogi
planning
PgX
Backgammon
Backgammon
planning
PgX
Bridge bidding
Bridge bidding
planning
PgX
Chess
Chess
planning
PgX
Connect four
Connect Four
planning
PgX
Gardner chess
Gardner Chess
planning
PgX
Go
Go
planning
PgX
Hex
Hex
planning
PgX
Kuhn poker
Kuhn Poker
planning
PgX
Leduc hold'em
Leduc hold'em
planning
PgX
Othello
Othello
planning
PgX
Shogi
Shogi
planning
PgX
Tic-tac-toe
Tic-tac-toe
planning
PgX
Minatar/asterix
MinAtar/Asterix
planning
PgX
Minatar/breakout
MinAtar/Breakout
planning
PgX
Minatar/freeway
MinAtar/Freeway
planning
PgX
Minatar/seaquest
MinAtar/Seaquest
planning
PgX
Minatar/spaceinvaders
MinAtar/SpaceInvaders
planning
Jumanji
Binpack (3d binpacking problem)
BinPack (3D BinPacking Problem)
packing single-agent
Jumanji
Cleaner
Cleaner
routing single-agent
Jumanji
Connector
Connector
routing single-agent
Jumanji
Cvrp (capacitated vehicle routing problem)
CVRP (Capacitated Vehicle Routing Problem)
routing single-agent
Jumanji
Flatpack (2d grid filling problem)
FlatPack (2D Grid Filling Problem)
packing single-agent
Jumanji
Game2048
Game2048
logic single-agent
Jumanji
Graphcoloring
GraphColoring
logic single-agent
Jumanji
Jobshop (job shop scheduling problem)
JobShop (Job Shop Scheduling Problem)
packing single-agent
Jumanji
Knapsack
Knapsack
packing single-agent
Jumanji
Maze
Maze
routing single-agent
Jumanji
Minesweeper
Minesweeper
logic single-agent
Jumanji
Mmst (multi minimum spanning tree problem)
MMST (Multi Minimum Spanning Tree Problem)
routing multi-agent
Jumanji
Multicvrp (multi-agent capacitated vehicle routing problem)
MultiCVRP (Multi-Agent Capacitated Vehicle Routing Problem)
routing single-agent
Jumanji
Pacman
PacMan
routing single-agent
Jumanji
Robotwarehouse
RobotWarehouse
routing single-agent
Jumanji
Rubikscube
RubiksCube
logic single-agent
Jumanji
Slidingtilepuzzle
SlidingTilePuzzle
logic single-agent
Jumanji
Snake
Snake
routing single-agent
Jumanji
Sokoban
Sokoban
routing single-agent
Jumanji
Sudoku
Sudoku
logic single-agent
Jumanji
Tetris
Tetris
packing single-agent
Jumanji
Tsp (travelling salesman problem)
TSP (Travelling Salesman Problem)
routing single-agent
Jumanji
Level-based foraging
Level-Based Foraging
routing single-agent
Jumanji
Search and rescue
Search and Rescue
swarms multi-agent
Brax
Humanoid
Humanoid
3D robotics single-agent
Brax
Quadruped
Quadruped
3D robotics single-agent
Brax
Any
Any
3D robotics single-agent
Brax
Arm
Arm
3D robotics single-agent