Author

S. Duggal

h-index 0 View on Semantic Scholar

We have 2 of 2 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Sep 2026

Concept-Grounded Attention: A Controlled Evaluation of Graph-Injected Attention, Temporal Versioning, and Epistemic Status

Knowledge-intensive language-model systems typically represent external knowledge as text chunks or static graphs, with limited support for concept evolution, point-in-time reasoning, and distinctions between validated and inferred knowledge. We introduce the Concept Lifecycle Model (CLM), which represents concepts as...

S. Duggal, Pradyumna Swarnalatha Ramanna, Alexandros Vassiliades · 0 citations

#artificial intelligence Preprint Jul 2026

Atomic Units of X: The Compression Layer of Intelligence

This paper proposes a theoretical and empirical framework for understanding intelligence as a process of atomic compression and compositional reuse, and develops a representational account of the meaning gap in contemporary generative systems.

S. Duggal, Pradyumna Swarnalatha Ramanna, Alexandros Vassiliades · 0 citations