26 citations · 151 across the 35 of their papers we have counts for
3 papers · 1 filter
Harmonizing Feature Attributions Across Deep Learning Architectures: Enhancing Interpretability and Consistency
Md Abdul Kadir, Gowtham Krishna Addluri, Daniel Sonntag
Ensuring the trustworthiness and interpretability of machine learning models is critical to their deployment in real-world applications. Feature attribution methods have gained sig…
A Deep Generative Model for Interactive Data Annotation through Direct Manipulation in Latent Space
Hannes Kath, Thiago S. Gouvêa, Daniel Sonntag
The impact of machine learning (ML) in many fields of application is constrained by lack of annotated data. Among existing tools for ML-assisted data annotation, one little explore…
Incremental Improvement of a Question Answering System by Re-ranking Answer Candidates using Machine Learning
Michael Barz, Daniel Sonntag
We implement a method for re-ranking top-10 results of a state-of-the-art question answering (QA) system. The goal of our re-ranking approach is to improve the answer selection giv…