One option scans the whole environment: Wayfarer enables temporally extended exploration

MarlosCMachado · x · 2026-10-05

Thread entry 4/9: Wayfarer enables temporally extended exploration with options that generate observations hard to obtain from the agent's perspective — in Private Eye, a single option lets the agent scan the entire environment. The prior entry summarizes the gains: general, outperforms DreamerV3, IQN, and Rainbow, while improving exploration, credit assignment, and transfer simultaneously.

Related event: DeepMind's Wayfarer Masters Hard Atari Games via Discovered Options(9 posts)→

Original post →

More from Research

Research channel →