activity
20202024
most citedDecisions, Counterfactual Explanations and Strategic Behavior

14 citations · 27 across the 8 of their papers we have counts for

collaborators

8 papers

cs.LG2024

Counterfactual Token Generation in Large Language Models

Ivi Chatzi, Nina Corvelo Benz, Eleni Straitouri +2

"Sure, I am happy to generate a story for you: Captain Lyra stood at the helm of her trusty ship, the Maelstrom's Fury, gazing out at the endless sea. [...] Lyra's eyes welled up w…

cs.LG2023★ 2 cited

Finding Counterfactually Optimal Action Sequences in Continuous State Spaces

Stratis Tsirtsis, Manuel Gomez-Rodriguez

Whenever a clinician reflects on the efficacy of a sequence of treatment decisions for a patient, they may try to identify critical time steps where, had they made different decisi…

cs.LG2023

On the Within-Group Fairness of Screening Classifiers

Nastaran Okati, Stratis Tsirtsis, Manuel Gomez Rodriguez

Screening classifiers are increasingly used to identify qualified candidates in a variety of selection processes. In this context, it has been recently shown that, if a classifier…

cs.LG2021★ 5 cited

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Stratis Tsirtsis, Abir De, Manuel Gomez-Rodriguez

Methods to find counterfactual explanations have predominantly focused on one step decision making processes. In this work, we initiate the development of methods to find counterfa…

stat.AP2021

Group Testing under Superspreading Dynamics

Stratis Tsirtsis, Abir De, Lars Lorch +1

Testing is recommended for all close contacts of confirmed COVID-19 patients. However, existing group testing methods are oblivious to the circumstances of contagion provided by co…

cs.GT2020

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

Jessie Finocchiaro, Roland Maio, Faidra Monachou +4

Decision-making systems increasingly orchestrate our world: how to intervene on the algorithmic components to build fair and equitable systems is therefore a question of utmost imp…

cs.LG2020★ 6 cited

Quantifying the Effects of Contact Tracing, Testing, and Containment Measures in the Presence of Infection Hotspots

Lars Lorch, Heiner Kremer, William Trouleau +4

Multiple lines of evidence strongly suggest that infection hotspots, where a single individual infects many others, play a key role in the transmission dynamics of COVID-19. Howeve…

cs.LG2020★ 14 cited

Decisions, Counterfactual Explanations and Strategic Behavior

Stratis Tsirtsis, Manuel Gomez-Rodriguez

As data-driven predictive models are increasingly used to inform decisions, it has been argued that decision makers should provide explanations that help individuals understand wha…