StarCraft
A real-time strategy game developed by Blizzard Entertainment. Owing to its complex strategy space and imperfect-information characteristics, it is used by organizations such as DeepMind as a research platform for multi-agent reinforcement learning.
Timeline (last 90 days)
Multi-agent reinforcement learning has achieved success in game environments such as StarCraft and Dota 2, but these successes often rely on carefully designed reward functions and restricted action spaces.
The success of multi-agent AI in StarCraft and Dota 2 relies heavily on the centralized training with decentralized execution (CTDE) framework and carefully designed reward shaping.
TTT draws on the core framework of Werewolf and the StarCraft custom map 'Mafia', with players secretly divided into three basic factions: Innocents, Traitors and Detectives.
StarCraft simultaneously presents challenges of imperfect information, real-time decision-making, long-horizon planning, and a vast action space, and has long been regarded as a high-difficulty testbed for AI research.
The original StarCraft builds its science fiction narrative around three races: Terran, Protoss, and Zerg.
Early 3D-to-2D sprite rendering pipelines were already in use in the 1990s; the sprites in StarCraft and Age of Empires were first modeled in 3D Studio Max and then rendered as 2D bitmaps.
All Facts (6)
Multi-agent reinforcement learning has achieved success in game environments such as StarCraft and Dota 2, but these successes often rely on carefully designed reward functions and restricted action spaces.
50%UnverifiedThe success of multi-agent AI in StarCraft and Dota 2 relies heavily on the centralized training with decentralized execution (CTDE) framework and carefully designed reward shaping.
50%UnverifiedTTT draws on the core framework of Werewolf and the StarCraft custom map 'Mafia', with players secretly divided into three basic factions: Innocents, Traitors and Detectives.
50%UnverifiedStarCraft simultaneously presents challenges of imperfect information, real-time decision-making, long-horizon planning, and a vast action space, and has long been regarded as a high-difficulty testbed for AI research.
50%UnverifiedThe original StarCraft builds its science fiction narrative around three races: Terran, Protoss, and Zerg.
50%UnverifiedEarly 3D-to-2D sprite rendering pipelines were already in use in the 1990s; the sprites in StarCraft and Age of Empires were first modeled in 3D Studio Max and then rendered as 2D bitmaps.
50%