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Quantum continual learning of quantum data realizing knowledge backward transfer. (arXiv:2203.14032v2 [quant-ph] UPDATED)
cs.LG updates on arXiv.org arxiv.org
For the goal of strong artificial intelligence that can mimic human-level
intelligence, AI systems would have the ability to adapt to ever-changing
scenarios and learn new knowledge continuously without forgetting previously
acquired knowledge. When a machine learning model is consecutively trained on
multiple tasks that come in sequence, its performance on previously learned
tasks may drop dramatically during the learning process of the newly seen task.
To avoid this phenomenon termed catastrophic forgetting, continual learning,
also known as lifelong learning, …
arxiv continual data knowledge learning quantum quantum data transfer