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cs.LG2025
OpenCML: End-to-End Framework of Open-world Machine Learning to Learn Unknown Classes Incrementally
Jitendra Parmar, Praveen Singh Thakur
Open-world machine learning is an emerging technique in artificial intelligence, where conventional machine learning models often follow closed-world assumptions, which can hinder…
cs.LG2021★ 2 cited
Open-world Machine Learning: Applications, Challenges, and Opportunities
Jitendra Parmar, Satyendra Singh Chouhan, Vaskar Raychoudhury +1
Traditional machine learning mainly supervised learning, follows the assumptions of closed-world learning, i.e., for each testing class, a training class is available. However, suc…