MIT Open Access Articles

Agentic deep graph reasoning yields self-organizing knowledge networks

Buehler, Markus J. (Springer International Publishing, 2025-07-31)

We present an agentic, autonomous graph expansion framework that iteratively structures and refines knowledge in situ. Unlike conventional knowledge graph construction methods relying on static extraction or single-pass ...
EvenQuads Game and Error-Correcting Codes

Byrapuram, Nikhil; Choi, Hwiseo; Ge, Adam; Ge, Selena; Lee, Sylvia Z.; e.a. (Springer Nature Singapore, 2025-08-22)

EvenQuads is a new card game that is a generalization of the SET game, where each card is characterized by three attributes, each taking four possible values. Four cards form a quad when, for each attribute, the values are ...
Machine Learning Applications Enabling Fusion Energy: Recent Developments

Rea, Cristina (Springer US, 2025-09-03)

Over the last few years, machine learning helped to develop advanced capabilities for fusion energy over a broad range of domains. This includes advanced algorithms to extract information from fusion diagnostics, enhanced ...