WebWith the equivalent of only two hours of gameplay in the Atari 100k benchmark, IRIS achieves a mean human normalized score of 1.046, and outperforms humans on 10 out of 26 games. Our approach sets a new state of the art for methods without lookahead search, and even surpasses MuZero. Webmean human performance and 109.0% median performance on the Atari 100k benchmark with only two hours of real-time game experience and outperforms the state SAC in some tasks on the DMControl 100k benchmark. This is the first time an algorithm achieves super-human performance on Atari games with such little data.
Model-Based Reinforcement Learning for Atari - Papers With Code
WebWith the equivalent of only two hours of gameplay in the Atari 100k benchmark, IRIS achieves a mean human normalized score of 1.046, and outperforms humans on 10 out … WebDec 6, 2024 · Our case study concerns the Atari 100k benchmark, an offshoot of the ALE for evaluating data-efficiency in deep RL. In this benchmark, algorithms are evaluated … genetic algorithm simple example
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WebMar 13, 2024 · By utilizing the Transformer-XL architecture, it is able to learn long-term dependencies while staying computationally efficient. Our transformer-based world model (TWM) generates meaningful, new experience, which is used to train a policy that outperforms previous model-free and model-based reinforcement learning algorithms on … Webthe 26-task Atari 100k benchmark [9], and continuous control, represented by the DeepMind Control Suite [21]. We apply resets to three baseline algorithms: SPR [17] for Atari, and SAC [6] and DrQ [10] for continuous control from dense states and raw pixels respectively. For SPR, we reset the final layer of WebMar 1, 2024 · We describe Simulated Policy Learning (SimPLe), a complete model-based deep RL algorithm based on video prediction models and present a comparison of several model architectures, including a novel architecture that yields the best results in our setting. Our experiments evaluate SimPLe on a range of Atari games in low data regime of 100k ... deathrun spongebob free download