Browse State-of-the-Art › Playing Games

Playing Games

253 benchmarks 105 tasks 163 datasets 16,679 papers with code archive 2025-07-28

Syntology code harvested from 4,139 of the papers with code counted above at least one sample ran for 3,176 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which agrees here; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

23 tasks in Playing Games have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Continuous Control

73 benchmarks · 494 papers with code

Steering Control

3 benchmarks · 7 papers with code

Car Racing

0 benchmarks · 22 papers with code

Drone Controller

0 benchmarks · 3 papers with code

3 shown of 3 sub-tasks.

Atari Games

65 benchmarks · 313 papers with code

Montezuma's Revenge

1 benchmark · 31 papers with code

1 shown of 1 sub-task.

OpenAI Gym

17 benchmarks · 179 papers with code

Acrobot

0 benchmarks · 10 papers with code

1 shown of 1 sub-task.

SMAC

11 benchmarks · 54 papers with code

SMAC+

16 benchmarks · 58 papers with code

SMAC Plus

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks.

General Reinforcement Learning

6 benchmarks · 40 papers with code

Offline RL

2 benchmarks · 310 papers with code

Model-based Reinforcement Learning

0 benchmarks · 234 papers with code

2 shown of 2 sub-tasks.

Multi-agent Reinforcement Learning

3 benchmarks · 522 papers with code

SMAC

11 benchmarks · 54 papers with code

1 shown of 1 sub-task.

3D Face Animation

3 benchmarks · 25 papers with code

Video Super-Resolution

16 benchmarks · 153 papers with code

1 shown of 1 sub-task (1 filed under another area).

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (15 filed under another area). All sub-tasks of 10-shot image generation →

Offline RL

2 benchmarks · 310 papers with code

DQN Replay Dataset

0 benchmarks · 6 papers with code

1 shown of 1 sub-task.

Trajectory Planning

2 benchmarks · 67 papers with code

Sokoban

0 benchmarks · 32 papers with code

1 shown of 1 sub-task.

3D Face Modelling

2 benchmarks · 21 papers with code

Continuous Control

73 benchmarks · 494 papers with code

Facial Recognition and Modelling

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks (1 filed under another area).

16k

1 benchmark · 87 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Image Super-Resolution

69 benchmarks · 783 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Scene Generation

6 benchmarks · 122 papers with code

Shadow Removal

5 benchmarks · 71 papers with code

5 shown of 6 sub-tasks (6 filed under another area). All sub-tasks of 16k →

Board Games

0 benchmarks · 60 papers with code

Game of Go

1 benchmark · 20 papers with code

Game of Shogi

1 benchmark · 2 papers with code

Game of Chess

0 benchmarks · 7 papers with code

3 shown of 3 sub-tasks.

Real-Time Strategy Games

0 benchmarks · 24 papers with code

Starcraft II

3 benchmarks · 90 papers with code

Starcraft

0 benchmarks · 148 papers with code

2 shown of 2 sub-tasks.

Card Games

0 benchmarks · 23 papers with code

Game of Poker

0 benchmarks · 5 papers with code

Game of Hanabi

0 benchmarks · 3 papers with code

Solitaire

0 benchmarks · 3 papers with code

Klondike

0 benchmarks · 1 paper with code

4 shown of 4 sub-tasks.

NetHack

0 benchmarks · 22 papers with code

NetHack Score

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

FPS Games

0 benchmarks · 12 papers with code

Game of Doom

1 benchmark · 5 papers with code

1 shown of 1 sub-task.

Game of Football

0 benchmarks · 4 papers with code

Football Action Valuation

0 benchmarks · 1 paper with code

Injury Prediction

0 benchmarks · 1 paper with code

Pass Classification

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

trustable and focussed LLM generated content

0 benchmarks · 2 papers with code

Game Design

0 benchmarks · 14 papers with code

1 shown of 1 sub-task.

3D Video Frame Interpolation

0 benchmarks · 1 paper with code

Video Style Transfer

0 benchmarks · 15 papers with code

1 shown of 1 sub-task (1 filed under another area).

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (9 filed under another area). All sub-tasks of 2D Classification →

3D

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Depth Estimation

14 benchmarks · 1,029 papers with code

3D Reconstruction

10 benchmarks · 793 papers with code

3D Face Reconstruction

9 benchmarks · 83 papers with code

5 shown of 38 sub-tasks (19 filed under another area). All sub-tasks of 3D →

Video Games

0 benchmarks · 0 papers with code

Atari Games

65 benchmarks · 313 papers with code

SNES Games

5 benchmarks · 4 papers with code

Starcraft II

3 benchmarks · 90 papers with code

Real-Time Strategy Games

0 benchmarks · 24 papers with code

Dota 2

0 benchmarks · 13 papers with code

5 shown of 6 sub-tasks. All sub-tasks of Video Games →

Tasks with no parent task

13 tasks in Playing Games sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Control with Prametrised Actions

3 benchmarks · 2 papers with code

Hierarchical Reinforcement Learning

1 benchmark · 111 papers with code

Playing the Game of 2048

1 benchmark · 26 papers with code

Game of Sudoku

1 benchmark · 2 papers with code

Reinforcement Learning (Atari Games)

1 benchmark · 1 paper with code

Sentence

0 benchmarks · 3,811 papers with code

Multi-Agent Path Finding

0 benchmarks · 38 papers with code

text-based games

0 benchmarks · 36 papers with code

Clickbait Detection

0 benchmarks · 9 papers with code

Deep-Sea Treasure, Image version

0 benchmarks · 1 paper with code

Game of Mafia

0 benchmarks · 1 paper with code

Procgen Hard (100M)

0 benchmarks · 1 paper with code

Game of Cricket

0 benchmarks · 0 papers with code

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.