Implement other RL algorithms (e.g., DQN, PPO) for performance comparison. Fine-tune hyperparameters for improved performance. Apply transfer learning to similar Atari games.

Run on Colab with GPU accelerated. Final A2C with REINFORCE model is in '/model'. GIF of the final model to play the game can be seen in '/gif'.

Model-based RL (MBRL) mitigates this by learning a world model (WM) for planning in an imagined environment. Standard benchmarks like Atari-100k test sample efficiency ... a complex 2D survival game ...

First, in RL tasks spike vanishing problem of deep SNN models is quite serious. For example, we counted each layer's spiking deep Q network firing activity distribution when applied to Atari games.

Component cables typically use a three-plug arrangement, and can potentially support resolutions up to 1080p. Composite video uses a single plug, but it's outdated and susceptible to problems like dot ...

Atari and developer Choice Provisions (the studio behind Bit.Trip) announced Breakout Beyond, a reimagining of the classic game series.

Atari and Jeff Minter are teaming up for another retro reimagining. This time, it's for the rare 1984 arcade game I, Robot.

Jeff Minter, the legendary indie developer who's been doing his own weird thing since the early 1980s, has a new weird thing in the works: a remake of I, Robot, an arcade shooter originally released ...

Breakout is a classic Atari game that originally came out back in 1976. The game was popular in arcades back in the day and even received a Japanese version by Namco. The title influenced many ...