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Kebing Jin

2 accepted papers

2023

Gradient-Based Mixed Planning with Symbolic and Numeric Action Parameters (Extended Abstract)

IJCAI 2023poster

Dealing with planning problems with both logical relations and numeric changes in real-world dynamic environments is challenging. Existing numeric planning systems for the problem often discretize numeric variables or impose convex constraints on numeric variables, which harms the performance when s…

Cited by 0SourcePDFScholar
2022

Creativity of AI: Automatic Symbolic Option Discovery for Facilitating Deep Reinforcement Learning

AAAI 2022technical

Despite of achieving great success in real life, Deep Reinforcement Learning (DRL) is still suffering from three critical issues, which are data efficiency, lack of the interpretability and transferability. Recent research shows that embedding symbolic knowledge into DRL is promising in addressing t…

Cited by 55SourcePDFScholar