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

Prediction-Powered Ranking of Large Language Models
38th Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, December 2024.
Ivi Chatzi, Eleni Straitouri, Suhas Thejaswi, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Towards Human-AI Complementarity with Predictions Sets
38th Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, December 2024.
Giovanni De Toni, Nastaran Okati, Suhas Thejaswi, Eleni Straitouri,
Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets
38th Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, December 2024.
Eleni Straitouri, Suhas Thejaswi, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
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

Counterfactual Token Generation in Large Language Models
Workshop on Causality and Large Models (NeurIPS), Vancouver, December 2024.
Ivi Chatzi, Nina Corvelo Benz, Eleni Straitouri, Stratis Tsirtsis,
Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets
Workshop on Humans, Algorithmic Decision-Making and Society (ICML), Vienna, July 2024.
Eleni Straitouri, Suhas Thejaswi, Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]
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

Counterfactual Token Generation in Large Language Models
Ivi Chatzi, Nina Corvelo Benz, Eleni Straitouri, Stratis Tsirtsis,
Manuel Gomez-Rodriguez
[arxiv] [pdf] [code]