lookahead
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The Value of Reward Lookahead in Reinforcement Learning
In reinforcement learning (RL), agents sequentially interact with changing environments while aiming to maximize the obtained rewards.
Technology: Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
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Stable Nonconvex-Nonconcave Training via Linear Interpolation
By replacing the inner optimizer in RAPP we rediscover the family of Lookahead algorithms for which we establish convergence in cohypomonotone problems even when the base optimizer is taken to be gradient descent ascent.
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Reinforcement Learning with Lookahead Information
In reinforcement learning (RL), agents sequentially interact with a changing environment, aiming to collect as much reward as possible.
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (1.00)
Lookahead Optimizer: k steps forward, 1 step back
Michael Zhang, James Lucas, Jimmy Ba, Geoffrey E. Hinton
Neural Information Processing Systems http://nips.cc/
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