Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learningby Hikmat Khan, Ghulam…
Preparing for Black Swans: The Antifragility Imperative for Machine Learningby Ming JinFirst submitted to arxiv…
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue Systemby Chen Chen, Ruizhe Li, Yuchen…
Densely Distilling Cumulative Knowledge for Continual Learningby Zenglin Shi, Pei Liu, Tong Su, Yunpeng Wu,…
MGSER-SAM: Memory-Guided Soft Experience Replay with Sharpness-Aware Optimization for Enhanced Continual Learningby Xingyu Li, Bo…
Overcoming Domain Drift in Online Continual Learningby Fan Lyu, Daofeng Liu, Linglan Zhao, Zhang Zhang,…
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitationby…
Liquid Ensemble Selection for Continual Learningby Carter Blair, Ben Armstrong, Kate LarsonFirst submitted to arxiv…
Cross-Domain Continual Learning via CLAMPby Weiwei Weng, Mahardhika Pratama, Jie Zhang, Chen Chen, Edward Yapp…
Continual Learning in the Presence of Repetitionby Hamed Hemati, Lorenzo Pellegrini, Xiaotian Duan, Zixuan Zhao,…