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ORCIDFrancesca Toni
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- affiliation: Imperial College London, UK
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2020 – today
- 2025
[j58]Charles Dickie, Stefan Lauren, Francesco Belardinelli, Antonio Rago, Francesca Toni:
Aggregating bipolar opinions through bipolar assumption-based argumentation. Auton. Agents Multi Agent Syst. 39(1): 4 (2025)- 2024
- [j57]Junqi Jiang
, Francesco Leofante, Antonio Rago, Francesca Toni:
Interval abstractions for robust counterfactual explanations. Artif. Intell. 336: 104218 (2024) - [j56]Timotheus Kampik, Nico Potyka, Xiang Yin, Kristijonas Cyras, Francesca Toni:
Contribution functions for quantitative bipolar argumentation graphs: A principle-based analysis. Int. J. Approx. Reason. 173: 109255 (2024) - [c225]Markus Ulbricht, Nico Potyka, Anna Rapberger, Francesca Toni:
Non-flat ABA Is an Instance of Bipolar Argumentation. AAAI 2024: 10723-10731 - [c224]Dekai Zhang, Matt Williams, Francesca Toni:
Targeted Activation Penalties Help CNNs Ignore Spurious Signals. AAAI 2024: 16705-16713 - [c223]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Recourse under Model Multiplicity via Argumentative Ensembling. AAMAS 2024: 954-963 - [c222]Francis Rhys Ward, Matt MacDermott, Francesco Belardinelli, Francesca Toni, Tom Everitt:
The Reasons that Agents Act: Intention and Instrumental Goals. AAMAS 2024: 1901-1909 - [c221]Beauty Oluokun, Guilherme Paulino-Passos, Antonio Rago, Francesca Toni:
Predicting Human Judgement in Online Debates with Argumentation. CMNA@COMMA 2024: 70-80 - [c220]Neema Kotonya, Francesca Toni:
Towards a Framework for Evaluating Explanations in Automated Fact Verification. LREC/COLING 2024: 16364-16377 - [c219]Hamed Ayoobi, Nico Potyka, Francesca Toni:
Argumentative Interpretable Image Classification. ArgXAI@COMMA 2024: 3-15 - [c218]Xiang Yin, Nico Potyka, Francesca Toni:
Applying Attribution Explanations in Truth-Discovery Quantitative Bipolar Argumentation Frameworks. ArgXAI@COMMA 2024: 56-66 - [c217]Tuomo Lehtonen, Anna Rapberger, Francesca Toni, Markus Ulbricht, Johannes Peter Wallner:
On Computing Admissibility in ABA. COMMA 2024: 121-132 - [c216]Anna Rapberger, Francesca Toni:
On the Robustness of Argumentative Explanations. COMMA 2024: 217-228 - [c215]Emanuele De Angelis, Maurizio Proietti, Francesca Toni:
Learning Brave Assumption-Based Argumentation Frameworks via ASP. ECAI 2024: 3445-3452 - [c214]Avinash Kori, Francesco Locatello, Fabio De Sousa Ribeiro, Francesca Toni, Ben Glocker:
Grounded Object-Centric Learning. ICLR 2024 - [c213]Tuomo Lehtonen, Anna Rapberger, Francesca Toni, Markus Ulbricht, Johannes Peter Wallner:
Instantiations and Computational Aspects of Non-Flat Assumption-based Argumentation. IJCAI 2024: 3457-3465 - [c212]Xiang Yin, Nico Potyka, Francesca Toni:
Explaining Arguments' Strength: Unveiling the Role of Attacks and Supports. IJCAI 2024: 3622-3630 - [c211]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Robust Counterfactual Explanations in Machine Learning: A Survey. IJCAI 2024: 8086-8094 - [c210]Fabrizio Russo, Anna Rapberger, Francesca Toni:
Argumentative Causal Discovery. KR 2024 - [c209]Xiang Yin, Nico Potyka, Francesca Toni:
CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks. KR 2024 - [c208]Adam Gould, Guilherme Paulino-Passos, Seema Dadhania, Matthew Williams, Francesca Toni:
Preference-Based Abstract Argumentation for Case-Based Reasoning. KR 2024 - [c207]Francesco Leofante, Hamed Ayoobi, Adam Dejl, Gabriel Freedman, Deniz Gorur, Junqi Jiang, Guilherme Paulino-Passos, Antonio Rago, Anna Rapberger, Fabrizio Russo, Xiang Yin, Dekai Zhang, Francesca Toni:
Contestable AI Needs Computational Argumentation. KR 2024 - [c206]Stylianos Loukas Vasileiou, Ashwin Kumar, William Yeoh, Tran Cao Son, Francesca Toni:
Dialectical Reconciliation via Structured Argumentative Dialogues. KR 2024 - [c205]Anna Rapberger, Markus Ulbricht, Francesca Toni:
On the Correspondence of Non-flat Assumption-based Argumentation and Logic Programming with Negation as Failure in the Head. NMR 2024: 112-121 - [c204]Elisa Battaglia, Pietro Baroni, Antonio Rago, Francesca Toni:
Integrating User Preferences into Gradual Bipolar Argumentation for Personalised Decision Support. SUM 2024: 14-28 - [i86]Timotheus Kampik, Nico Potyka, Xiang Yin, Kristijonas Cyras, Francesca Toni:
Contribution Functions for Quantitative Bipolar Argumentation Graphs: A Principle-based Analysis. CoRR abs/2401.08879 (2024) - [i85]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Robust Counterfactual Explanations in Machine Learning: A Survey. CoRR abs/2402.01928 (2024) - [i84]Francis Rhys Ward, Matt MacDermott, Francesco Belardinelli, Francesca Toni, Tom Everitt:
The Reasons that Agents Act: Intention and Instrumental Goals. CoRR abs/2402.07221 (2024) - [i83]Deniz Gorur, Antonio Rago, Francesca Toni:
Can Large Language Models perform Relation-based Argument Mining? CoRR abs/2402.11243 (2024) - [i82]Neema Kotonya, Francesca Toni:
Towards a Framework for Evaluating Explanations in Automated Fact Verification. CoRR abs/2403.20322 (2024) - [i81]Tuomo Lehtonen, Anna Rapberger, Francesca Toni, Markus Ulbricht, Johannes Peter Wallner:
Instantiations and Computational Aspects of Non-Flat Assumption-based Argumentation. CoRR abs/2404.11431 (2024) - [i80]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Interval Abstractions for Robust Counterfactual Explanations. CoRR abs/2404.13736 (2024) - [i79]Xiang Yin, Nico Potyka, Francesca Toni:
Explaining Arguments' Strength: Unveiling the Role of Attacks and Supports (Technical Report). CoRR abs/2404.14304 (2024) - [i78]Gabriel Freedman, Adam Dejl, Deniz Gorur, Xiang Yin, Antonio Rago, Francesca Toni:
Argumentative Large Language Models for Explainable and Contestable Decision-Making. CoRR abs/2405.02079 (2024) - [i77]Anna Rapberger, Markus Ulbricht, Francesca Toni:
On the Correspondence of Non-flat Assumption-based Argumentation and Logic Programming with Negation as Failure in the Head. CoRR abs/2405.09415 (2024) - [i76]Francesco Leofante, Hamed Ayoobi, Adam Dejl, Gabriel Freedman, Deniz Gorur, Junqi Jiang, Guilherme Paulino-Passos, Antonio Rago, Anna Rapberger, Fabrizio Russo, Xiang Yin, Dekai Zhang, Francesca Toni:
Contestable AI needs Computational Argumentation. CoRR abs/2405.10729 (2024) - [i75]Fabrizio Russo, Anna Rapberger, Francesca Toni:
Argumentative Causal Discovery. CoRR abs/2405.11250 (2024) - [i74]Avinash Kori, Francesco Locatello, Ainkaran Santhirasekaram, Francesca Toni, Ben Glocker, Fabio De Sousa Ribeiro:
Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention. CoRR abs/2406.07141 (2024) - [i73]Lihu Chen, Adam Dejl, Francesca Toni:
Analyzing Key Neurons in Large Language Models. CoRR abs/2406.10868 (2024) - [i72]Xuehao Zhai, Junqi Jiang, Adam Dejl, Antonio Rago, Fangce Guo, Francesca Toni, Aruna Sivakumar:
Heterogeneous Graph Neural Networks with Post-hoc Explanations for Multi-modal and Explainable Land Use Inference. CoRR abs/2406.13724 (2024) - [i71]Xiang Yin, Nico Potyka, Francesca Toni:
CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks (Technical Report). CoRR abs/2407.08497 (2024) - [i70]Adam Gould, Guilherme Paulino-Passos, Seema Dadhania, Matthew Williams, Francesca Toni:
Preference-Based Abstract Argumentation for Case-Based Reasoning (with Appendix). CoRR abs/2408.00108 (2024) - [i69]Emanuele De Angelis, Maurizio Proietti, Francesca Toni:
Learning Brave Assumption-Based Argumentation Frameworks via ASP. CoRR abs/2408.10126 (2024) - [i68]Antonio Rago, Bence Palfi, Purin Sukpanichnant, Hannibal Nabli, Kavyesh Vivek, Olga Kostopoulou, James Kinross, Francesca Toni:
Exploring the Effect of Explanation Content and Format on User Comprehension and Trust. CoRR abs/2408.17401 (2024) - [i67]Xiang Yin, Nico Potyka, Francesca Toni:
Applying Attribution Explanations in Truth-Discovery Quantitative Bipolar Argumentation Frameworks. CoRR abs/2409.05831 (2024) - [i66]Purin Sukpanichnant, Anna Rapberger, Francesca Toni:
PeerArg: Argumentative Peer Review with LLMs. CoRR abs/2409.16813 (2024) - [i65]Ken Satoh, Ha-Thanh Nguyen, Francesca Toni, Randy Goebel, Kostas Stathis:
Proceedings of the First International Workshop on Next-Generation Language Models for Knowledge Representation and Reasoning (NeLaMKRR 2024). CoRR abs/2410.05339 (2024) - [i64]Antonio Rago, Stylianos Loukas Vasileiou, Francesca Toni, Tran Cao Son, William Yeoh:
A Methodology for Gradual Semantics for Structured Argumentation under Incomplete Information. CoRR abs/2410.22209 (2024) - 2023
- [j55]Piyawat Lertvittayakumjorn, Francesca Toni:
Argumentative explanations for pattern-based text classifiers. Argument Comput. 14(2): 163-234 (2023) - [j54]Antonio Rago, Fabrizio Russo, Emanuele Albini, Francesca Toni, Pietro Baroni:
Explaining Classifiers' Outputs with Causal Models and Argumentation. FLAP 10(3): 421-509 (2023) - [j53]Emanuele Albini, Antonio Rago, Pietro Baroni, Francesca Toni:
Achieving descriptive accuracy in explanations via argumentation: The case of probabilistic classifiers. Frontiers Artif. Intell. 6 (2023) - [j52]Francesca Toni, Antonio Rago, Kristijonas Cyras:
Forecasting with jury-based probabilistic argumentation. J. Appl. Non Class. Logics 33(3-4): 224-243 (2023) - [j51]Stefania Costantini, Enrico Pontelli, Alessandra Russo, Francesca Toni:
Introduction to the 39th International Conference on Logic Programming Special Issue. Theory Pract. Log. Program. 23(4): 624-631 (2023) - [c203]Nico Potyka, Xiang Yin, Francesca Toni:
Explaining Random Forests Using Bipolar Argumentation and Markov Networks. AAAI 2023: 9453-9460 - [c202]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Formalising the Robustness of Counterfactual Explanations for Neural Networks. AAAI 2023: 14901-14909 - [c201]Junqi Jiang, Jianglin Lan, Francesco Leofante, Antonio Rago, Francesca Toni:
Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation. ACML 2023: 582-597 - [c200]Cristina Tirsi, Maurizio Proietti, Francesca Toni:
ABALearn: An Automated Logic-Based Learning System for ABA Frameworks. AI*IA 2023: 3-16 - [c199]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
Defining Deception in Structural Causal Games. AAMAS 2023: 2902-2904 - [c198]Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea G. Rockall, Francesca Toni, Ben Glocker:
Robust Hierarchical Symbolic Explanations in Hyperbolic Space for Image Classification. CVPR Workshops 2023: 561-570 - [c197]Francesca Toni:
Knowledge Representation and Reasoning in the Time of Data-Centric AI (Abstract of Invited Talk). Description Logics 2023 - [c196]Hamed Ayoobi, Nico Potyka, Francesca Toni:
SpArX: Sparse Argumentative Explanations for Neural Networks. ECAI 2023: 149-156 - [c195]Fabrizio Russo, Francesca Toni:
Causal Discovery and Knowledge Injection for Contestable Neural Networks. ECAI 2023: 2025-2032 - [c194]Xiang Yin, Nico Potyka, Francesca Toni:
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks. ECAI 2023: 2898-2905 - [c193]Ha-Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
How well do SOTA legal reasoning models support abductive reasoning? ICLP Workshops 2023 - [c192]Ha-Thanh Nguyen, Francesca Toni, Kostas Stathis, Ken Satoh:
Beyond Logic Programming for Legal Reasoning. ICLP Workshops 2023 - [c191]Guilherme Paulino-Passos, Ken Satoh, Francesca Toni:
A Dataset of Contractual Events in Court Decisions. ICLP Workshops 2023 - [c190]Guilherme Paulino-Passos, Francesca Toni:
Learning Case Relevance in Case-Based Reasoning with Abstract Argumentation. JURIX 2023: 95-100 - [c189]Ha Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
LawGiBa - Combining GPT, Knowledge Bases, and Logic Programming in a Legal Assistance System. JURIX 2023: 371-374 - [c188]Deniz Gorur, Antonio Rago, Francesca Toni:
ArguCast: A System for Online Multi-Forecasting with Gradual Argumentation. Arg&App@KR 2023: 40-51 - [c187]Antonio Rago, Hengzhi Li, Francesca Toni:
Interactive Explanations by Conflict Resolution via Argumentative Exchanges. KR 2023: 582-592 - [c186]Maurizio Proietti, Francesca Toni:
A Roadmap for Neuro-argumentative Learning. NeSy 2023: 1-8 - [c185]Francis Ward, Francesca Toni, Francesco Belardinelli, Tom Everitt:
Honesty Is the Best Policy: Defining and Mitigating AI Deception. NeurIPS 2023 - [c184]Emanuele De Angelis, Maurizio Proietti, Francesca Toni:
ABA Learning via ASP. ICLP 2023: 1-8 - [c183]Francesca Toni, Nico Potyka, Markus Ulbricht, Pietro Totis:
Understanding ProbLog as Probabilistic Argumentation. ICLP 2023: 183-189 - [e9]Enrico Pontelli, Stefania Costantini, Carmine Dodaro, Sarah Alice Gaggl, Roberta Calegari, Artur S. d'Avila Garcez, Francesco Fabiano, Alessandra Mileo, Alessandra Russo, Francesca Toni:
Proceedings 39th International Conference on Logic Programming, ICLP 2023, Imperial College London, UK, 9th July 2023 - 15th July 2023. EPTCS 385, 2023 [contents] - [d1]Guilherme Paulino-Passos, Ken Satoh, Francesca Toni:
Contractual Events in Court Decisions Dataset. Zenodo, 2023
- [i63]Hamed Ayoobi, Nico Potyka, Francesca Toni:
SpArX: Sparse Argumentative Explanations for Neural Networks. CoRR abs/2301.09559 (2023) - [i62]Antonio Rago, Hengzhi Li, Francesca Toni:
Interactive Explanations by Conflict Resolution via Argumentative Exchanges. CoRR abs/2303.15022 (2023) - [i61]Ha-Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
How well do SOTA legal reasoning models support abductive reasoning? CoRR abs/2304.06912 (2023) - [i60]Markus Ulbricht, Nico Potyka, Francesca Toni:
Non-flat ABA is an Instance of Bipolar Argumentation. CoRR abs/2305.12453 (2023) - [i59]Maurizio Proietti, Francesca Toni:
Learning Assumption-based Argumentation Frameworks. CoRR abs/2305.15921 (2023) - [i58]Stylianos Loukas Vasileiou, Ashwin Kumar, William Yeoh, Tran Cao Son, Francesca Toni:
DR-HAI: Argumentation-based Dialectical Reconciliation in Human-AI Interactions. CoRR abs/2306.14694 (2023) - [i57]Ha-Thanh Nguyen, Francesca Toni, Kostas Stathis, Ken Satoh:
Beyond Logic Programming for Legal Reasoning. CoRR abs/2306.16632 (2023) - [i56]Ha-Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
A negation detection assessment of GPTs: analysis with the xNot360 dataset. CoRR abs/2306.16638 (2023) - [i55]Avinash Kori, Francesco Locatello, Francesca Toni, Ben Glocker:
Unsupervised Conditional Slot Attention for Object Centric Learning. CoRR abs/2307.09437 (2023) - [i54]Xiang Yin, Nico Potyka, Francesca Toni:
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report). CoRR abs/2307.13582 (2023) - [i53]Ha-Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
Black-Box Analysis: GPTs Across Time in Legal Textual Entailment Task. CoRR abs/2309.05501 (2023) - [i52]Junqi Jiang, Jianglin Lan, Francesco Leofante, Antonio Rago, Francesca Toni:
Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation. CoRR abs/2309.12545 (2023) - [i51]Guilherme Paulino-Passos, Francesca Toni:
Technical Report on the Learning of Case Relevance in Case-Based Reasoning with Abstract Argumentation. CoRR abs/2310.19607 (2023) - [i50]Adam Dejl, Hamed Ayoobi, Matthew Williams, Francesca Toni:
CAFE: Conflict-Aware Feature-wise Explanations. CoRR abs/2310.20363 (2023) - [i49]Dekai Zhang, Matthew Williams, Francesca Toni:
Targeted Activation Penalties Help CNNs Ignore Spurious Signals. CoRR abs/2311.12813 (2023) - [i48]Hamed Ayoobi, Nico Potyka, Francesca Toni:
ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation [Technical Report]. CoRR abs/2311.15438 (2023) - [i47]Francis Rhys Ward, Francesco Belardinelli, Francesca Toni, Tom Everitt:
Honesty Is the Best Policy: Defining and Mitigating AI Deception. CoRR abs/2312.01350 (2023) - [i46]Fabrizio Russo, Francesca Toni:
Shapley-PC: Constraint-based Causal Structure Learning with Shapley Values. CoRR abs/2312.11582 (2023) - [i45]Junqi Jiang, Antonio Rago, Francesco Leofante, Francesca Toni:
Recourse under Model Multiplicity via Argumentative Ensembling (Technical Report). CoRR abs/2312.15097 (2023) - 2022
- [c182]Benjamin Irwin, Antonio Rago, Francesca Toni:
Argumentative Forecasting. AAMAS 2022: 1636-1638 - [c181]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
On Agent Incentives to Manipulate Human Feedback in Multi-Agent Reward Learning Scenarios. AAMAS 2022: 1759-1761 - [c180]Guilherme Paulino-Passos, Francesca Toni:
On Monotonicity of Dispute Trees as Explanations for Case-Based Reasoning with Abstract Argumentation. ArgXAI@COMMA 2022 - [c179]Nico Potyka, Xiang Yin, Francesca Toni:
On the Tradeoff Between Correctness and Completeness in Argumentative Explainable AI. ArgXAI@COMMA 2022 - [c178]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
A Causal Perspective on AI Deception in Games. ICLP Workshops 2022 - [c177]Alexander Gaskell, Yishu Miao, Francesca Toni, Lucia Specia:
Logically Consistent Adversarial Attacks for Soft Theorem Provers. IJCAI 2022: 4129-4135 - [c176]Francis Rhys Ward, Francesco Belardinelli, Francesca Toni:
A causal perspective on AI deception in games. AISafety@IJCAI 2022 - [c175]Maurizio Proietti, Francesca Toni:
Learning Assumption-Based Argumentation Frameworks. ILP 2022: 100-116 - [c174]Antonio Rago, Pietro Baroni, Francesca Toni:
Explaining Causal Models with Argumentation: the Case of Bi-variate Reinforcement. KR 2022 - [c173]Benjamin Irwin, Antonio Rago, Francesca Toni:
Forecasting Argumentation Frameworks. KR 2022 - [c172]Joel Oksanen, Abhilash Majumder, Kumar Saunack, Francesca Toni, Arun Dhondiyal:
A Graph-Based Method for Unsupervised Knowledge Discovery from Financial Texts. LREC 2022: 5412-5417 - [c171]Piyawat Lertvittayakumjorn, Leshem Choshen, Eyal Shnarch, Francesca Toni:
GrASP: A Library for Extracting and Exploring Human-Interpretable Textual Patterns. LREC 2022: 6093-6103 - [c170]Emanuele Albini, Antonio Rago, Pietro Baroni, Francesca Toni:
Descriptive Accuracy in Explanations: The Case of Probabilistic Classifiers. SUM 2022: 279-294 - [p5]Oana Cocarascu, Kristijonas Cyras, Antonio Rago, Francesca Toni:
Mining Property-driven Graphical Explanations for Data-centric AI from Argumentation Frameworks. Human-Like Machine Intelligence 2022: 93-113 - [e8]Francesca Toni, Sylwia Polberg, Richard Booth, Martin Caminada, Hiroyuki Kido:
Computational Models of Argument - Proceedings of COMMA 2022, Cardiff, Wales, UK, 14-16 September 2022. Frontiers in Artificial Intelligence and Applications 353, IOS Press 2022, ISBN 978-1-64368-306-5 [contents] - [e7]Daniele Magazzeni, Senthil Kumar, Rahul Savani, Renyuan Xu, Carmine Ventre, Blanka Horvath, Ruimeng Hu, Tucker Balch, Francesca Toni:
3rd ACM International Conference on AI in Finance, ICAIF 2022, New York, NY, USA, November 2-4, 2022. ACM 2022, ISBN 978-1-4503-9376-8 [contents] - [i44]Xiuyi Fan, Francesca Toni:
Explainable Decision Making with Lean and Argumentative Explanations. CoRR abs/2201.06692 (2022) - [i43]Ion Stagkos Efstathiadis, Guilherme Paulino-Passos, Francesca Toni:
Explainable Patterns for Distinction and Prediction of Moral Judgement on Reddit. CoRR abs/2201.11155 (2022) - [i42]Alexander Gaskell, Yishu Miao, Lucia Specia, Francesca Toni:
Logically Consistent Adversarial Attacks for Soft Theorem Provers. CoRR abs/2205.00047 (2022) - [i41]Nico Potyka, Xiang Yin, Francesca Toni:
Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data. CoRR abs/2205.09620 (2022) - [i40]Fabrizio Russo, Francesca Toni:
Causal Discovery and Injection for Feed-Forward Neural Networks. CoRR abs/2205.09787 (2022) - [i39]Piyawat Lertvittayakumjorn, Francesca Toni:
Argumentative Explanations for Pattern-Based Text Classifiers. CoRR abs/2205.10932 (2022) - [i38]Antonio Rago, Pietro Baroni, Francesca Toni:
Explaining Causal Models with Argumentation: the Case of Bi-variate Reinforcement. CoRR abs/2205.11589 (2022) - [i37]