Trung Le

Orthogonally constrained low-rank adapters produce dangerously overconfident predictions, but transporting ensemble particles directly along the Stiefel manifold via Stein variational inference recovers reliable calibration without sacrificing accuracy.

LLM-Detector achieves superior anomaly detection in tabular data without the need for fine-tuning, making it a game-changer for real-world applications.