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Subgoal Search For Complex Reasoning Tasks

Speaker(s)
Konrad Czechowski
Affiliation
Uniwerystet Warszawski
Date
Nov. 4, 2021, 12:15 p.m.
Information about the event
meet.google.com/ooi-zxye-dxa
Seminar
Seminarium "Machine Learning"

I will present our publication accepted to NeurIPS 2021. We proposed a method that improves search guided by neural networks in  combinatorially complex domains. Its key component is a learned 
subgoal generator that produces a diversity of subgoals that are both achievable and closer to the solution. Using subgoals reduces the  search space and induces a high-level search graph suitable for efficient planning.