4 papers
Evaluating LLMs and Prompting Strategies for Automated Hardware Diagnosis from Textual User-Reports
Carlos Caminha, Maria de Lourdes M. Silva, Iago C. Chaves +3
Computer manufacturers offer platforms for users to describe device faults using textual reports such as "My screen is flickering". Identifying the faulty component from the report…
Differentially Private Selection using Smooth Sensitivity
Iago Chaves, Victor Farias, Amanda Perez +2
Differentially private selection mechanisms offer strong privacy guarantees for queries aiming to identify the top-scoring element r from a finite set R, based on a dataset-depende…
Classification of User Reports for Detection of Faulty Computer Components using NLP Models: A Case Study
Maria de Lourdes M. Silva, André L. C. Mendonça, Eduardo R. D. Neto +4
Computer manufacturers typically offer platforms for users to report faults. However, there remains a significant gap in these platforms' ability to effectively utilize textual rep…
Differentially Private Multi-objective Selection: Pareto and Aggregation Approaches
Victor A. E. Farias, Felipe T. Brito, Cheryl Flynn +2
Differentially private selection mechanisms are fundamental building blocks for privacy-preserving data analysis. While numerous mechanisms exist for single-objective selection, ma…