An Intentional Forgetting-Driven Self-Healing Method for Deep Reinforcement Learning Systems

Deep reinforcement learning (DRL) is increasingly applied in large-scale productions like Netflix and Facebook. As with most data-driven systems, DRL systems can exhibit undesirable behaviors due to environmental drifts, which often occur in constantly-changing production settings. Continual Learnin...

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Veröffentlicht in:	IEEE/ACM International Conference on Automated Software Engineering : [proceedings] S. 1314 - 1325
Hauptverfasser:	Yahmed, Ahmed Haj, Bouchoucha, Rached, Braiek, Houssem Ben, Khomh, Foutse
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 11.09.2023
Schlagworte:	Behavioral sciences Continual Learning Deep learning Deep Reinforcement Learning Intentional Forgetting Neurons Production Reinforcement learning Social networking (online) Software Healing Training
ISSN:	2643-1572
Online-Zugang:	Volltext
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