Search Results for author: Changle Zhou

Found 5 papers, 1 papers with code

Error Controlled Actor-Critic

1 code implementation6 Sep 2021 Xingen Gao, Fei Chao, Changle Zhou, Zhen Ge, Chih-Min Lin, Longzhi Yang, Xiang Chang, Changjing Shang

On error of value function inevitably causes an overestimation phenomenon and has a negative impact on the convergence of the algorithms.

Continuous Control

Error Controlled Actor-Critic Method to Reinforcement Learning

no code implementations1 Jan 2021 Xingen Gao, Fei Chao, Changle Zhou, Zhen Ge, Chih-Min Lin, Longzhi Yang, Xiang Chang, Changjing Shang

In the reinforcement learning (RL) algorithms which incorporate function approximation methods, the approximation error of value function inevitably cause overestimation phenomenon and have a negative impact on the convergence of the algorithms.

Continuous Control OpenAI Gym +2

Symbol Grounding via Chaining of Morphisms

no code implementations13 Mar 2017 Ruiting Lian, Ben Goertzel, Linas Vepstas, David Hanson, Changle Zhou

A new model of symbol grounding is presented, in which the structures of natural language, logical semantics, perception and action are represented categorically, and symbol grounding is modeled via the composition of morphisms between the relevant categories.

Common Sense Reasoning

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