Abstract: Out-of-distribution (OOD) detection presents a significant challenge in deploying pattern recognition and machine learning models, as they frequently fail to generalize to data from unseen ...

DCI lets AI agents search raw files with grep and bash instead of embeddings — boosting accuracy 11 points and cutting retrieval costs 30% on complex tasks.

Abstract: Map matching in this study refers to the process of aligning vehicle trajectory data (e.g., GPS observations) with a digital road network. It is a key technique in the fields of intelligent ...