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Learning to Classify with Incremental New Class (TNNLS21) [paper]
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The Pursuit of Knowledge: Discovering and Localizing Novel Categories using Dual Memory (ICCV21) [paper]
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Deep Metric Learning for Open World Semantic Segmentation (ICCV21) [paper]
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Towards Open-World Recommendation: An Inductive Model-based Collaborative Filtering Approach (ICML21) [paper]
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Towards Open World Object Detection (CVPR21) [paper]
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Generalizing to the Open World: Deep Visual Odometry with Online Adaptation (CVPR21) [paper]
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Multi-Instance Learning with Emerging Novel Class (TKDE20) [paper]
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Semi-Supervised Streaming Learning with Emerging New Labels. (AAAI20) [paper]
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OpenWGL: Open-World Graph Learning (ICDM20) [paper]
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Automatically Discovering and Learning New Visual Categories with Ranking Statistics (ICLR20) [paper]
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Nearest Neighbor Ensembles: An Effective Method for Difficult Problems in Streaming Classification with Emerging New Classes (ICDM19) [paper]
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Robust High Dimensional Stream Classification with Novel Class Detection (ICDE19) [paper]
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Open-world Learning and Application to Product Classification (WWW19) [paper]
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Learning to Discover Novel Visual Categories via Deep Transfer Clustering (ICCV19) [paper]
- Multi-Label Learning with Emerging New Labels (TKDE18) [paper]
- Memory based online learning of deep representations from video streams (CVPR18) [paper]
- Classification under Streaming Emerging New Classes: A Solution using Completely-random Trees. (TKDE17) [paper]
- Streaming Classification with Emerging New Class by Class Matrix Sketching (AAAI17) [paper]
- Online Open World Recognition (arXiv 16) [paper]
- Towards open world recognition (CVPR15) [paper]
- Learning with Augmented Class by Exploiting Unlabeled Data (AAAI14) [paper]
- Z. Chen and B. Liu. "Lifelong Machine Learning." Morgan & Claypool Publishers, November 2016 (1st edition), August 2018 (2nd edition). [book]