2 papers
cs.LG2026
Pseudo-Nonlinear Data Augmentation: A Constrained Energy Minimization Viewpoint
Pingbang Hu, Mahito Sugiyama
We propose a simple yet novel data augmentation method for general data modalities based on energy-based modeling and principles from information geometry. Unlike most existing lea…
cs.SE2025
Bringing Structure to Naturalness: On the Naturalness of ASTs
Profir-Petru Pârţachi, Mahito Sugiyama
Source code comes in different shapes and forms. Previous research has already shown code to be more predictable than natural language as well as highlighted its statistical predic…