Trustworthy Transfer Learning: A Survey

J Wu, J He - arxiv preprint arxiv:2412.14116, 2024 - arxiv.org
Transfer learning aims to transfer knowledge or information from a source domain to a
relevant target domain. In this paper, we understand transfer learning from the perspectives …

Task Diversity Shortens the ICL Plateau

J Kim, S Kwon, JY Choi, J Park, J Cho, JD Lee… - arxiv preprint arxiv …, 2024 - arxiv.org
In-context learning (ICL) describes a language model's ability to generate outputs based on
a set of input demonstrations and a subsequent query. To understand this remarkable …

Towards Understanding Embeddings of Neural Network A Theoretical Perspective

J Wei - 2024 - search.proquest.com
Theoretically understanding the success of modern neural networks remains challenging. In
the direction of theoretically understanding fully connected Multilayer Perceptrons (MLPs) …