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Dimitrios Rontogiannis

3 accepted papers

2026

GLANCE: Global Actions in a Nutshell for Counterfactual Explainability

AAAI 2026technical

The widespread deployment of machine learning systems in critical real-world decision-making applications has highlighted the urgent need for counterfactual explainability methods that operate effectively. Global counterfactual explanations, expressed as actions to offer recourse, aim to provide suc

Cited by 0SourcePDFScholar
2026

Interactive Evaluation of Large Language Models for Multi-Requirement Software Engineering Tasks

AAAI 2026technical

Standard single-turn, static benchmarks fall short in evaluating the nuanced capabilities of Large Language Models (LLMs) on complex tasks such as software engineering. In this work, we propose a novel interactive evaluation framework that assesses LLMs on multi-requirement programming tasks through

Cited by 0SourcePDFScholar
2023

Fairness Aware Counterfactuals for Subgroups

NeurIPS 2023poster

In this work, we present Fairness Aware Counterfactuals for Subgroups (FACTS), a framework for auditing subgroup fairness through counterfactual explanations. We start with revisiting (and generalizing) existing notions and introducing new, more refined notions of subgroup fairness. We aim to (a) fo…

Cited by 18SourcePDFScholar