Author name: Daniel Agyei Asante, Md Mokarram Chowdhury, Yang Li

Decomposed Trust: Privacy, Adversarial Robustness, Ethics, and Fairness in Low-Rank LLMs

Daniel Agyei Asante, Md Mokarram Chowdhury, Yang Li / April 28, 2026

arXiv:2511.22099v4 Announce Type: replace-cross
Abstract: Large language models (LLMs) have driven major advances across domains, yet their massive size hinders deployment in resource-constrained settings. Low-rank factorization addresses this challen…

cs.AI, cs.LG

Decomposed Trust: Privacy, Adversarial Robustness, Ethics, and Fairness in Low-Rank LLMs

Daniel Agyei Asante, Md Mokarram Chowdhury, Yang Li / April 22, 2026

arXiv:2511.22099v3 Announce Type: replace
Abstract: Large language models (LLMs) have driven major advances across domains, yet their massive size hinders deployment in resource-constrained settings. Low-rank factorization addresses this challenge by …