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20232025
most citedPreference-Based Abstract Argumentation for Case-Based Reasoning (with Appendix)

1 citations · 1 across the 5 of their papers we have counts for

collaborators

6 papers

cs.AI2025

Argumentation for Explainable Workforce Optimisation (with Appendix)

Jennifer Leigh, Dimitrios Letsios, Alessandro Mella +2

Workforce management is a complex problem involving the optimisation of the makespan and travel distance required for a team of operators to complete a set of jobs, using a set of…

cs.AI2025

Supported Abstract Argumentation for Case-Based Reasoning

Adam Gould, Gabriel de Olim Gaul, Francesca Toni

We introduce Supported Abstract Argumentation for Case-Based Reasoning (sAA-CBR), a binary classification model in which past cases engage in debates by arguing in favour of their…

cs.AI2025

Neuro-Argumentative Learning with Case-Based Reasoning

Adam Gould, Francesca Toni

We introduce Gradual Abstract Argumentation for Case-Based Reasoning (Gradual AA-CBR), a data-driven, neurosymbolic classification model in which the outcome is determined by an ar…

cs.AI2024★ 1 cited

Preference-Based Abstract Argumentation for Case-Based Reasoning (with Appendix)

Adam Gould, Guilherme Paulino-Passos, Seema Dadhania +2

In the pursuit of enhancing the efficacy and flexibility of interpretable, data-driven classification models, this work introduces a novel incorporation of user-defined preferences…

cs.CL2024

Towards a Framework for Evaluating Explanations in Automated Fact Verification

Neema Kotonya, Francesca Toni

As deep neural models in NLP become more complex, and as a consequence opaque, the necessity to interpret them becomes greater. A burgeoning interest has emerged in rationalizing e…

cs.AI2023

Technical Report on the Learning of Case Relevance in Case-Based Reasoning with Abstract Argumentation

Guilherme Paulino-Passos, Francesca Toni

Case-based reasoning is known to play an important role in several legal settings. In this paper we focus on a recent approach to case-based reasoning, supported by an instantiatio…