2 papers
cs.CL2026
LOOMSUM: Weaving Quantitative and Narrative Evidence for Faithful Long Text-Table Summarization
Meng Zhou, Wenhao You, Wei Yuan +1
Long documents often distribute important information across extensive narrative passages and multiple tables, making faithful summarization particularly challenging. Existing meth…
cs.CV2026
Beyond Representation Learning: A Systematic Study of Joint-Embedding Predictive Generation for 3D Brain MRI
Meng Zhou, Wenhao You, Yuxing Chen +1
Joint-embedding predictive architectures (JEPAs) have primarily been developed for self-supervised representation learning. Denoising JEPA (D-JEPA) recently demonstrated strong gen…