2 papers
cs.CL2025
Document Understanding, Measurement, and Manipulation Using Category Theory
Jared Claypoole, Yunye Gong, Noson S. Yanofsky +1
We apply category theory to extract multimodal document structure which leads us to develop information theoretic measures, content summarization and extension, and self-supervised…
cs.LG2025
Transforming Causality: Transformer-Based Temporal Causal Discovery with Prior Knowledge Integration
Jihua Huang, Yi Yao, Ajay Divakaran
We introduce a novel framework for temporal causal discovery and inference that addresses two key challenges: complex nonlinear dependencies and spurious correlations. Our approach…