WebApr 1, 2024 · Hard-exploration video games. Count-Based Exploration. 1. Introduction. Reinforcement learning (RL) methods have been widely used to train and get the highest rewards in various games and applications. For example, AlphaGo Zero ( Silver et al., 2024) broke previous records in the game of Go without human knowledge. WebMar 7, 2024 · In hard-exploration multi-goal reinforcement learning tasks, the agent faces challenges to achieve a series of distant goals with sparse rewards. Directly exploring to pursue these hard goals can hardly succeed, because the agent is unable to acquire learning signals applicable to these goals. To progressively enhance agent ability and …

Potential Driven Reinforcement Learning for Hard Exploration …

WebMESMERIZED (@mesmerized.io) on Instagram: "@stellanperrick: “No amount of satisfaction can give you happiness unless you are happy with yo..." WebInspired by the potential energy in physics, this work introduces the artificial potential field into experience replay and develops Potentialized Experience Replay (PotER) as a new and effective sampling algorithm for RL in hard exploration tasks with sparse rewards. PotER defines a potential energy function for each state in experience replay ... kitchenaid coffee maker user guide

Multi-task curriculum learning in a complex, visual, hard-exploration ...

WebSynonyms for Difficult Exploration (other words and phrases for Difficult Exploration). Log in. Synonyms for Difficult exploration. 7 other terms for difficult exploration- words and … WebJan 30, 2024 · A grand challenge in reinforcement learning is intelligent exploration, especially when rewards are sparse or deceptive. Two Atari games serve as … WebSep 3, 2024 · Download PDF Abstract: This paper introduces R2D3, an agent that makes efficient use of demonstrations to solve hard exploration problems in partially observable environments with highly variable initial conditions. We also introduce a suite of eight tasks that combine these three properties, and show that R2D3 can solve several of the tasks … mablethorpe primary term dates