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Multi-Goal Reinforcement Learning

4 papers with code · Methodology

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Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning

7 Aug 2017flowersteam/geppg

We show that learning several spaces of diverse problems can be more efficient for learning complex skills than only trying to directly learn these complex skills.

MULTI-GOAL REINFORCEMENT LEARNING

Maximum Entropy-Regularized Multi-Goal Reinforcement Learning

21 May 2019ruizhaogit/mep

This objective encourages the agent to maximize the expected return, as well as to achieve more diverse goals.

MULTI-GOAL REINFORCEMENT LEARNING OPENAI GYM

An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality

ICLR 2020 spitis/deepnorms

When defining distances, the triangle inequality has proven to be a useful constraint, both theoretically--to prove convergence and optimality guarantees--and empirically--as an inductive bias.

METRIC LEARNING MULTI-GOAL REINFORCEMENT LEARNING