Eric Darve

A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations

2021 · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Language agnostic and semantic-language information isolation is an emerging research direction for multilingual representations models. We explore this problem from a novel angle of geometric algebra and semantic space. A simple but highly effective method …

Coincident learning for unsupervised anomaly detection of scientific instruments

2024 · Machine Learning Science and Technology

Abstract Anomaly detection is an important task for complex scientific experiments and other complex systems (e.g. industrial facilities, manufacturing), where failures in a sub-system can lead to lost data, poor performance, or even damage to …