Hi! I am Nina, a 4th-year PhD student at the Max Planck Institute for Software Systems where I am advised by Dr. Manuel Gomez Rodriguez and at ETH Zurich where I am co-advised by Prof. Dr. Niko Beerenwinkel under the ELLIS PhD Program. My research interests lie in the design of collaborative decision-support systems to improve human-decision making, leveraging tools from machine learning, causality and uncertainty estimation. My research is particularly motivated by the application of such systems in healthcare in order to improve patient care.
I am currently doing a research visit at the MPI of Biochemistry hosted by Prof. Dr. Karsten Borgwardt.
Most recent publications on Google Scholar.
‡ indicates equal contribution.
Evaluation of Large Language Models via Coupled Token Generation
Nina Corvelo Benz, Stratis Tsirtsis, Eleni Straitouri, Ivi Chatzi, Ander Artola Velasco, Suhas Thejaswi, and Manuel Gomez-Rodriguez
ArXiv preprint, 2025.
Human-Alignment Influences the Utility of AI-assisted Decision Making
Nina Corvelo Benz and Manuel Gomez-Rodriguez
ArXiv preprint, 2025.
Antimicrobial drug recommendation from MALDI-TOF mass spectrometry with statistical guarantees using conformal prediction
Nina Corvelo Benz‡, Lucas Miranda‡, Dexiong Chen, Karsten Borgwardt, Janko Sattler
29th Conference on Research in Computational Molecular Biology, 2025
Human-Aligned Calibration for AI-Assisted Decision Making
Nina Corvelo Benz and Manuel Gomez-Rodriguez
37th Conference on Neural Information Processing Systems, 2023
Evaluation of Large Language Models via Coupled Token Generation
Nina Corvelo Benz, Stratis Tsirtsis, Eleni Straitouri, Ivi Chatzi, Ander Artola Velasco, Suhas Thejaswi, and Manuel Gomez-Rodriguez
ArXiv preprint, 2025.
Human-Alignment Influences the Utility of AI-assisted Decision Making
Nina Corvelo Benz and Manuel Gomez-Rodriguez
ArXiv preprint, 2025.
Antimicrobial drug recommendation from MALDI-TOF mass spectrometry with statistical guarantees using conformal prediction
Nina Corvelo Benz‡, Lucas Miranda‡, Dexiong Chen, Karsten Borgwardt, Janko Sattler
29th Conference on Research in Computational Molecular Biology, 2025
Counterfactual Token Generation in Large Language Models
Ivi Chatzi‡, Nina Corvelo Benz‡, Eleni Straitouri‡, Stratis Tsirtsis‡, Manuel Gomez-Rodriguez
4th Conference on Causal Learning and Reasoning, 2025
Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes
Seungeon Lee, Nina Corvelo Benz, Suhas Thejaswi, Manuel Gomez-Rodriguez
4th Conference on Causal Learning and Reasoning, 2025
Human-Aligned Calibration for AI-Assisted Decision Making
Nina Corvelo Benz and Manuel Gomez-Rodriguez
37th Conference on Neural Information Processing Systems, 2023
Counterfactual Inference of Second Opinions
Nina Corvelo Benz and Manuel Gomez-Rodriguez
38th Conference on Uncertainty in Artificial Intelligence, 2022
Call admission problems on trees
Hans-Joachim Böckenhauer, Nina Corvelo Benz, Dennis Komm (A)
Theoretical Computer Science, Volume 922, 2022
Full Resume in PDF.