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01/18/2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems
Despite the advancement of machine learning techniques in recent years, ...
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12/21/2022
Lifelong Reinforcement Learning with Modulating Masks
Lifelong learning aims to create AI systems that continuously and increm...
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09/07/2022
Concept-modulated model-based offline reinforcement learning for rapid generalization
The robustness of any machine learning solution is fundamentally bound b...
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10/30/2021
Context Meta-Reinforcement Learning via Neuromodulation
Meta-reinforcement learning (meta-RL) algorithms enable agents to adapt ...
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04/17/2021
Lifelong Learning with Sketched Structural Regularization
Preventing catastrophic forgetting while continually learning new tasks ...
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03/11/2019
Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay
Despite huge success, deep networks are unable to learn effectively in s...
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02/16/2019