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06/22/2023
Learnability and Algorithm for Continual Learning
This paper studies the challenging continual learning (CL) setting of Cl...
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04/20/2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning
As AI agents are increasingly used in the real open world with unknowns ...
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03/09/2023
Mastering Strategy Card Game (Hearthstone) with Improved Techniques
Strategy card game is a well-known genre that is demanding on the intell...
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03/07/2023
Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play
Deep Reinforcement Learning combined with Fictitious Play shows impressi...
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11/04/2022
A Theoretical Study on Solving Continual Learning
Continual learning (CL) learns a sequence of tasks incrementally. There ...
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06/07/2022
Generalized Data Distribution Iteration
To obtain higher sample efficiency and superior final performance simult...
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03/17/2022
Continual Learning Based on OOD Detection and Task Masking
Existing continual learning techniques focus on either task incremental ...
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06/11/2021
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
Deep Q Network (DQN) firstly kicked the door of deep reinforcement learn...
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06/01/2021
An Entropy Regularization Free Mechanism for Policy-based Reinforcement Learning
Policy-based reinforcement learning methods suffer from the policy colla...
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05/09/2021