Touhou Project
A bullet-hell shoot-em-up game series developed by ZUN (Shanghai Alice Phantom Orchestra), known for its highly demanding bullet patterns, distinctive worldview, and music. It is a seminal representative of the danmaku (bullet curtain) shooting game genre.
Timeline (last 90 days)
Bullet hell games have a sparse reward problem because most deaths occur in the later stages of a level, with very little feedback in the early stages.
A reinforcement learning agent is streaming live on YouTube 24 hours a day challenging the bullet hell game Touhou Project.
This live training project demonstrates the complete process of AI learning from scratch, rather than pursuing a final score.
The game selected for this training is Mountain of Faith from the Touhou Project series.
The density and high speed of bullet hell games do not pose an obstacle for machines, which can respond extremely quickly and precisely, representing an operational advantage.
Bullet hell games present a continuous control problem for AI, with an extremely high-dimensional state space (the screen may simultaneously contain hundreds of bullets) and a relatively low-dimensional action space (typically eight-directional movement).
The key difference between Touhou Project and classic RL benchmarks such as Atari is that its challenge lies in the need to simultaneously track and predict the trajectories of a large number of fast-moving objects.
Bad Apple!! is a song with accompanying animation born in 2009 from the Touhou Project doujin culture.
All Facts (5)
The density and high speed of bullet hell games do not pose an obstacle for machines, which can respond extremely quickly and precisely, representing an operational advantage.
50%UnverifiedBullet hell games present a continuous control problem for AI, with an extremely high-dimensional state space (the screen may simultaneously contain hundreds of bullets) and a relatively low-dimensional action space (typically eight-directional movement).
50%UnverifiedThe key difference between Touhou Project and classic RL benchmarks such as Atari is that its challenge lies in the need to simultaneously track and predict the trajectories of a large number of fast-moving objects.
50%UnverifiedBullet hell games have a sparse reward problem because most deaths occur in the later stages of a level, with very little feedback in the early stages.
50%UnverifiedBad Apple!! is a song with accompanying animation born in 2009 from the Touhou Project doujin culture.
50%