Web15 Sep 2024 · Title: Human-level Atari 200x faster. Authors: ... Agent57 was the first agent to surpass the human benchmark on all 57 games, but this came at the cost of poor data-efficiency, requiring nearly 80 billion frames of experience to achieve. ... Taking Agent57 as a starting point, we employ a diverse set of strategies to achieve a 200-fold ... Web21 Sep 2024 · In the new paper Human-level Atari 200x Faster, a DeepMind research team applies a set of diverse strategies to Agent57, with their resulting MEME (Efficient …
Agent57: Outperforming the human Atari benchmark - DeepMind
WebHuman-level Atari 200x faster - DeepMind 2024 Paper: ... we employ a diverse set of strategies to achieve a 200-fold reduction of experience needed to outperform the human baseline. We investigate ... WebAgent57 was the first agent to surpass the human benchmark on all 57 games, but this came at the cost of poor data-efficiency, requiring nearly 80 billion frames of experience to achieve. Taking Agent57 as a starting point, we employ a diverse set of strategies to achieve a 200-fold reduction of experience needed to outperform the human baseline. dr megan webb philadelphia ms
Links for 2024-09-20 - by Alexander Kruel
Web•Playing Atari with Deep Reinforcement Learning. ArXiv (2013) •7 Atari games •The first step towards “General Artificial Intelligence” •DeepMind got acquired by @Google (2014) •Human-level control through deep reinforcement learning. Nature (2015) •49 Atari games •Google patented “Deep Reinforcement Learning” Web29 May 2024 · Despite significant advances in the field of deep Reinforcement Learning (RL), today’s algorithms still fail to learn human-level policies consistently over a set of diverse tasks such as Atari 2600 games. We identify three key challenges that any algorithm needs to master in order to perform well on all games: processing diverse … Web25 Feb 2015 · Human-level control through deep reinforcement learning Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex … cold sore on a lip