2 papers
cs.LG2026
Low-Rank Dependence Decomposition via Accelerated Symmetric Non-negative Matrix Factorization
Lavinia Ghita, Dhruv Desai, Jake Goldberg +1
Symmetric non-negative matrix factorization (SymNMF) recovers latent group structure from a dependence matrix, but its dense, quadratic-memory objective has confined prior work to…
cs.AI2026
Scaling Laws for Task-Specific LLM Distillation
Lavinia Ghita, Dhruv Desai, Ioana Boier
Large Language Models (LLMs) achieve strong performance across a growing range of domains, yet their scale poses deployment challenges in applications where latency and cost constr…