Author

Gunhee Kim

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#artificial intelligence Preprint Oct 2026

Greedy Local Learning for Language Model Pretraining: Gaps and Objective Design

Greedy block-wise local learning splits a network into gradient-isolated blocks trained by local auxiliary losses, deleting the backward pass between blocks: inter-stage communication becomes forward-only and every block can step its optimizer independently, properties directly relevant to decentralized model-parallel...

Jih-Wan Moon, S. Zaheer, Jinmyoung Lee et al. · 0 citations

Preprint Sep 2026

Where the Numbers Come From: Auditing Evaluation in Provenance-Based Intrusion Detection

Reproducing a provenance-based intrusion detector's score does not establish what that score says about its emitted alarms or the information its encoder uses. We audit nine released implementations, execute four detectors using their own code, and isolate three measurement effects. First, a fixed-alert comparison sepa...

Jih-Wan Moon, Gunhee Kim, Myeongjang Pyeon · 0 citations