Nina Corvelo Benz

Ph.D. Student

ninacobe [AT] mpi-sws.org

Bio

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.

Publications

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.

Abstract Paper Code

Human-Alignment Influences the Utility of AI-assisted Decision Making

Nina Corvelo Benz and Manuel Gomez-Rodriguez

ArXiv preprint, 2025.

Abstract Paper Code

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

Abstract Code

Human-Aligned Calibration for AI-Assisted Decision Making

Nina Corvelo Benz and Manuel Gomez-Rodriguez

37th Conference on Neural Information Processing Systems, 2023

Abstract Paper Code

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.

Abstract Paper Code

Human-Alignment Influences the Utility of AI-assisted Decision Making

Nina Corvelo Benz and Manuel Gomez-Rodriguez

ArXiv preprint, 2025.

Abstract Paper Code

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

Abstract Code

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

Abstract Paper Code

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

Abstract Paper Code

Human-Aligned Calibration for AI-Assisted Decision Making

Nina Corvelo Benz and Manuel Gomez-Rodriguez

37th Conference on Neural Information Processing Systems, 2023

Abstract Paper Code

Counterfactual Inference of Second Opinions

Nina Corvelo Benz and Manuel Gomez-Rodriguez

38th Conference on Uncertainty in Artificial Intelligence, 2022

Abstract Paper Code

Call admission problems on trees

Hans-Joachim Böckenhauer, Nina Corvelo Benz, Dennis Komm (A)

Theoretical Computer Science, Volume 922, 2022

Resume

Full Resume in PDF.

Website Design


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