Ruiyu Li

Small is Beautiful: Compressing Deep Neural Networks for Partial Domain Adaptation

2022 · IEEE Transactions on Neural Networks and Learning Systems

Domain adaptation is a promising way to ease the costly data labeling process in the era of deep learning (DL). A practical situation is partial domain adaptation (PDA), where the label space of the target …

Online Parallel Multi-Task Relationship Learning via Alternating Direction Method of Multipliers

2024 · arXiv (Cornell University)

Online multi-task learning (OMTL) enhances streaming data processing by leveraging the inherent relations among multiple tasks. It can be described as an optimization problem in which a single loss function is defined for multiple tasks. …