Eleni Straitouri

I am a PhD student at the Max Planck Institute for Software Systems under the supervision of Dr. Manuel Gomez-Rodriguez. My interests lie broadly in the field of Human-Centered Machine Learning. Presently, my main research focus is on machine assisted decision-making, and more particularly on leveraging AI models to develop robust and trustworthy decision support systems with distribution-free guarantees. Before starting my PhD studies, I got my MEng degree in Electrical and Computer Engineering from the National Technical University of Athens.

Publications


Conferences

Designing Decision Support Systems Using Counterfactual Prediction Sets
41st International Conference on Machine Learning (ICML), Vienna, July 2024.
Eleni Straitouri, Manuel Gomez-Rodriguez Spotlight (top 3.5%)
[arxiv] [pdf] [code]
Improving Experts Predictions with Conformal Prediction
40th International Conference on Machine Learning (ICML), Honolulu, July 2023.
Eleni Straitouri, Lequn Wang, Nastaran Okati, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]

Workshops

Prediction-Powered Ranking of Large Language Models
Workshop on Human-centered Evaluation and Auditing of Language Models, (CHI), Honolulu, May 2024.
Ivi Chatzi, Eleni Straitouri, Suhas Thejaswi, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Designing Decision Support Systems Using Counterfactual Prediction Sets
Workshop on AI and HCI, (ICML), Honolulu, July 2023. Best Paper Award
Eleni Straitouri, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Improving Experts Predictions with Conformal Prediction
Workshop on Distribution-Free Uncertainty Quantification, (ICML), Baltimore, July 2022.
Eleni Straitouri, Lequn Wang, Nastaran Okati, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Reinforcement Learning Under Algorithmic Triage
Cooperative AI Workshop, (NeurIPS), Virtual, December 2021.
Eleni Straitouri, Adish Singla, Vahid Balazadeh Meresht, Manuel Gomez-Rodriguez
[arxiv] [pdf]


Pre-prints

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets
Eleni Straitouri, Suhas Thejaswi, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Towards Human-AI Complementarity with Predictions Sets
Giovanni De Toni, Nastaran Okati, Suhas Thejaswi, Eleni Straitouri, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]