Personalized Negative Reservoir for Incremental Learning in Recommender Systems

no code implementations • 6 Mar 2024 • Antonios Valkanas, Yuening Wang, Yingxue Zhang, Mark Coates

Every day the volume of training data is expanding and the number of user interactions is constantly increasing.

Incremental Learning Recommendation Systems

Structure Aware Incremental Learning with Personalized Imitation Weights for Recommender Systems

no code implementations • 2 May 2023 • Yuening Wang, Yingxue Zhang, Antonios Valkanas, Ruiming Tang, Chen Ma, Jianye Hao, Mark Coates

In contrast, for users who have static preferences, model performance can benefit greatly from preserving as much of the user's long-term preferences as possible.

Incremental Learning Knowledge Distillation +1

Bone marrow sparing for cervical cancer radiotherapy on multimodality medical images

no code implementations • 20 Apr 2022 • Yuening Wang, Ying Sun, Jie Yuan, Kexin Gan, Hanzi Xu, Han Gao, Xiuming Zhang

Experiments on patient dataset reveal that our proposed method can enhance the multimodal image registration accuracy and efficiency for medical practitioners in sparing BM of cervical cancer radiotherapy.

Image Registration Point cloud reconstruction