Research

Selected Publications

LADYBUG
Joel Rorseth, Parke Godfrey, Lukasz Golab, Divesh Srivastava, Jaroslaw Szlichta
(Under Review)
[Demo] [Preprint Coming Soon]

On Integrating the Data-Science and Machine-Learning Pipelines for Responsible AI
Armin Esmaelizadeh, Joel Rorseth, Andy Yu, Parke Godfrey, Lukasz Golab, Divesh Srivastava, Jaroslaw Szlichta, Kazem Taghva
ACM SIGMOD 2024, GUIDE-AI Workshop
[Paper]

RAGE Against the Machine: Retrieval-Augmented LLM Explanations
Joel Rorseth, Parke Godfrey, Lukasz Golab, Divesh Srivastava, Jaroslaw Szlichta
IEEE ICDE 2024
[Paper] [Preprint] [Demo]

CREDENCE: Counterfactual Explanations for Document Ranking
Joel Rorseth, Parke Godfrey, Lukasz Golab, Mehdi Kargar, Divesh Srivastava, Jaroslaw Szlichta
IEEE ICDE 2023
[Paper] [Preprint] [Demo]

Technical Reports

RAGE Against the Machines: Distributed Inference and Explanations for LLM QA
Joel Rorseth
CS 651: Research Project (Fall 2023)
[Paper Coming Soon]

Rule-Based Counterfactual Explanations for Document Ranking
Joel Rorseth
CS 886: Research Project (Fall 2023)
[Paper Coming Soon]

Counterfactual Explanations for Ranking Models
Joel Rorseth
CS 848: Research Project (Winter 2022)
[Paper]

Continuous Integration Theater in GitHub Actions
Joel Rorseth
CS 846: Research Project (Winter 2022)
[Paper] [Code]

HyperTune: Distributed Training and Hyperparameter Optimization for Deep Neural Networks
Joel Rorseth, Petar Basta
CS 848: Research Project (Fall 2021)
[Paper] [Code]

A Survey of Reinforcement Learning Approaches for Market Making
Joel Rorseth
CS 885: Research Project (Fall 2021)
[Paper]

A Clustering-Based Approach to Drug Repositioning
Joel Rorseth
COMPSCI 4960: Research Project (Fall 2018 / Winter 2019)
[Paper] [Code]

The Iterated Prisoner’s Dilemma: An Evolutionary Approach
Joel Rorseth, Michael Melanson, Michael Bianchi, Kolby Sarson
COMPSCI 371: Artificial Intelligence Concepts (Winter 2018)
[Paper] [Code]

Discovering Bladder Cancer Biomarkers With Machine Learning
Joel Rorseth, Michael Bianchi
COMPSCI 473: Advanced Topics in Artificial Intelligence - Machine Learning (Fall 2017)
[Paper] [Code]

Blockchain - A Networking Perspective
Joel Rorseth
COMPSCI 367: Computer Networks (Fall 2017)
[Paper]