2 papers
cs.CL2026
LOOMSUM:Weaving Quantitative and Narrative Evidence for Faithful Long Text-Table Summarization
Meng Zhou, Wenhao You, Wei Yuan
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…