Browse State-of-the-Art › Playing Games
Playing Games
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 (3)
- Atari Games (1)
- OpenAI Gym (1)
- SMAC (2)
- General Reinforcement Learning (2)
- Multi-agent Reinforcement Learning (1)
- 3D Face Animation (1)
- 10-shot image generation (21)
- Offline RL (1)
- Trajectory Planning (1)
- 3D Face Modelling (2)
- 16k (6)
- Board Games (3)
- Real-Time Strategy Games (2)
- Card Games (4)
- NetHack (1)
- FPS Games (1)
- Game of Football (3)
- trustable and focussed LLM generated content (1)
- 3D Video Frame Interpolation (1)
- 2D Classification (27)
- 3D (38)
- Video Games (6)
Continuous Control
73 benchmarks · 494 papers with codeSteering 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 codeMontezuma's Revenge
1 benchmark · 31 papers with code
1 shown of 1 sub-task.
OpenAI Gym
17 benchmarks · 179 papers with codeAcrobot
0 benchmarks · 10 papers with code
1 shown of 1 sub-task.
SMAC
11 benchmarks · 54 papers with code2 shown of 2 sub-tasks.
General Reinforcement Learning
6 benchmarks · 40 papers with codeOffline 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 codeSMAC
11 benchmarks · 54 papers with code
1 shown of 1 sub-task.
3D Face Animation
3 benchmarks · 25 papers with codeVideo 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 codeSemantic 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 codeDQN Replay Dataset
0 benchmarks · 6 papers with code
1 shown of 1 sub-task.
Trajectory Planning
2 benchmarks · 67 papers with codeSokoban
0 benchmarks · 32 papers with code
1 shown of 1 sub-task.
3D Face Modelling
2 benchmarks · 21 papers with codeContinuous 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 codeObject 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 codeGame 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 codeStarcraft 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 codeGame 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 codeNetHack Score
1 benchmark · 1 paper with code
1 shown of 1 sub-task.
FPS Games
0 benchmarks · 12 papers with codeGame of Doom
1 benchmark · 5 papers with code
1 shown of 1 sub-task.
Game of Football
0 benchmarks · 4 papers with codeFootball 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 codeGame Design
0 benchmarks · 14 papers with code
1 shown of 1 sub-task.
3D Video Frame Interpolation
0 benchmarks · 1 paper with codeVideo 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 codeObject 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 codeObject 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 codeAtari 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.