Charles X. Ling

A Conceptual Framework for Lifelong Learning

2019 · arXiv (Cornell University)

Humans can learn a variety of concepts and skills incrementally over the course of their lives while exhibiting many desirable properties, such as continual learning without forgetting, forward transfer and backward transfer of knowledge, and …

On the Benefits of Attribute-Driven Graph Domain Adaptation

2025 · arXiv (Cornell University)

Graph Domain Adaptation (GDA) addresses a pressing challenge in cross-network learning, particularly pertinent due to the absence of labeled data in real-world graph datasets. Recent studies attempted to learn domain invariant representations by eliminating structural …