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Sephora Madjiheurem

2 accepted papers

2021

Expected Eligibility Traces

AAAI 2021technical

The question of how to determine which states and actions are responsible for a certain outcome is known as the credit assignment problem and remains a central research question in reinforcement learning and artificial intelligence. Eligibility traces enable efficient credit assignment to the recent…

2019

Representation Learning on Graphs: A Reinforcement Learning Application

AISTATS 2019poster

In this work, we study value function approximation in reinforcement learning (RL) problems with high dimensional state or action spaces via a generalized version of representation policy iteration (RPI). We consider the limitations of proto-value functions (PVFs) at accurately approximating the va…