3 papers
cs.AI2026
An Alternative Trajectory for Generative AI
Margarita Belova, Yuval Kansal, Yihao Liang +2
The generative artificial intelligence (AI) ecosystem is undergoing rapid transformations that threaten its sustainability. As models transition from research prototypes to high-tr…
cs.AI2025
GraphMERT: Efficient and Scalable Distillation of Reliable Knowledge Graphs from Unstructured Data
Margarita Belova, Jiaxin Xiao, Shikhar Tuli +1
Researchers have pursued neurosymbolic artificial intelligence (AI) applications for nearly three decades. A marriage of the neural and symbolic components can lead to rapid advanc…
math.PR2020
Asymptotic Shape of Quantum Markov Semigroups for Compact Uniform Trees
Margarita Belova, Matthew Bernard
We give locally finite Markov trees in -compact separable Hilbert supersymmetric process $[0,\infty)\!\times\!\mathbb{R}^{\lvert\mathcal{A}^{\otimes m}\rvert}/\mathca…