2 papers
cs.AI2026
Concept-Grounded Attention: A Controlled Evaluation of Graph-Injected Attention, Temporal Versioning, and Epistemic Status
Sachin Dev Duggal, Pradyumna Swarnalatha Ramanna, Alexandros Vassiliades
Knowledge-intensive language-model systems typically represent external knowledge as text chunks or static graphs, with limited support for concept evolution, point-in-time reasoni…
cs.AI2026
Atomic Units of X: The Compression Layer of Intelligence
Sachin Dev Duggal, Pradyumna Swarnalatha Ramanna, Alexandros Vassiliades
This paper proposes a theoretical and empirical framework for understanding intelligence as a process of atomic compression and compositional reuse. It argues that scalable cogniti…