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ORCIDFrancesca Toni
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- affiliation: Imperial College London, UK
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2020 – today
- 2023
[j51]Piyawat Lertvittayakumjorn, Francesca Toni:
Argumentative explanations for pattern-based text classifiers. Argument Comput. 14(2): 163-234 (2023)- [c191]Nico Potyka, Xiang Yin, Francesca Toni:
Explaining Random Forests Using Bipolar Argumentation and Markov Networks. AAAI 2023: 9453-9460 - [c190]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Formalising the Robustness of Counterfactual Explanations for Neural Networks. AAAI 2023: 14901-14909 - [c189]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
Defining Deception in Structural Causal Games. AAMAS 2023: 2902-2904 - [c188]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 - [c187]Ha-Thanh Nguyen, Randy Goebel, Francesca Toni, Kostas Stathis, Ken Satoh:
How well do SOTA legal reasoning models support abductive reasoning? ICLP Workshops 2023 - [c186]Ha-Thanh Nguyen, Francesca Toni, Kostas Stathis, Ken Satoh:
Beyond Logic Programming for Legal Reasoning. ICLP Workshops 2023 - [c185]Guilherme Paulino-Passos, Ken Satoh, Francesca Toni:
A Dataset of Contractual Events in Court Decisions. ICLP Workshops 2023 - [c184]Deniz Gorur, Antonio Rago, Francesca Toni:
ArguCast: A System for Online Multi-Forecasting with Gradual Argumentation. Arg&App@KR 2023: 40-51 - [c183]Antonio Rago, Hengzhi Li, Francesca Toni:
Interactive Explanations by Conflict Resolution via Argumentative Exchanges. KR 2023: 582-592 - [c182]Maurizio Proietti, Francesca Toni:
A Roadmap for Neuro-argumentative Learning. NeSy 2023: 1-8 - [i58]Hamed Ayoobi, Nico Potyka, Francesca Toni:
SpArX: Sparse Argumentative Explanations for Neural Networks. CoRR abs/2301.09559 (2023) - [i57]Antonio Rago, Hengzhi Li, Francesca Toni:
Interactive Explanations by Conflict Resolution via Argumentative Exchanges. CoRR abs/2303.15022 (2023) - [i56]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) - [i55]Markus Ulbricht, Nico Potyka, Francesca Toni:
Non-flat ABA is an Instance of Bipolar Argumentation. CoRR abs/2305.12453 (2023) - [i54]Maurizio Proietti, Francesca Toni:
Learning Assumption-based Argumentation Frameworks. CoRR abs/2305.15921 (2023) - [i53]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) - [i52]Ha-Thanh Nguyen, Francesca Toni, Kostas Stathis, Ken Satoh:
Beyond Logic Programming for Legal Reasoning. CoRR abs/2306.16632 (2023) - [i51]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) - [i50]Avinash Kori, Francesco Locatello, Francesca Toni, Ben Glocker:
Unsupervised Conditional Slot Attention for Object Centric Learning. CoRR abs/2307.09437 (2023) - [i49]Xiang Yin, Nico Potyka, Francesca Toni:
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report). CoRR abs/2307.13582 (2023) - [i48]Enrico Pontelli, Stefania Costantini, Carmine Dodaro, Sarah Gaggl, Roberta Calegari, Artur S. d'Avila Garcez, Francesco Fabiano, Alessandra Mileo, Alessandra Russo, Francesca Toni:
Proceedings 39th International Conference on Logic Programming. CoRR abs/2308.14898 (2023) - [i47]Emanuele De Angelis, Maurizio Proietti, Francesca Toni:
ABA Learning via ASP. CoRR abs/2308.15877 (2023) - [i46]Francesca Toni, Nico Potyka, Markus Ulbricht, Pietro Totis:
Understanding ProbLog as Probabilistic Argumentation. CoRR abs/2308.15891 (2023) - [i45]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) - 2022
- [c181]Benjamin Irwin, Antonio Rago, Francesca Toni:
Argumentative Forecasting. AAMAS 2022: 1636-1638 - [c180]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
On Agent Incentives to Manipulate Human Feedback in Multi-Agent Reward Learning Scenarios. AAMAS 2022: 1759-1761 - [c179]Guilherme Paulino-Passos, Francesca Toni:
On Monotonicity of Dispute Trees as Explanations for Case-Based Reasoning with Abstract Argumentation. ArgXAI@COMMA 2022 - [c178]Nico Potyka, Xiang Yin, Francesca Toni:
On the Tradeoff Between Correctness and Completeness in Argumentative Explainable AI. ArgXAI@COMMA 2022 - [c177]Francis Rhys Ward, Francesca Toni, Francesco Belardinelli:
A Causal Perspective on AI Deception in Games. ICLP Workshops 2022 - [c176]Alexander Gaskell, Yishu Miao, Francesca Toni, Lucia Specia:
Logically Consistent Adversarial Attacks for Soft Theorem Provers. IJCAI 2022: 4129-4135 - [c175]Francis Rhys Ward, Francesco Belardinelli, Francesca Toni:
A causal perspective on AI deception in games. AISafety@IJCAI 2022 - [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]Benjamin Irwin, Antonio Rago, Francesca Toni:
Forecasting Argumentation Frameworks. CoRR abs/2205.11590 (2022) - [i36]Ainkaran Santhirasekaram, Avinash Kori, Andrea G. Rockall, Mathias Winkler, Francesca Toni, Ben Glocker:
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models. CoRR abs/2207.01916 (2022) - [i35]Avinash Kori, Ben Glocker, Francesca Toni:
GLANCE: Global to Local Architecture-Neutral Concept-based Explanations. CoRR abs/2207.01917 (2022) - [i34]Dekai Zhang, Francesca Toni, Matthew Williams:
A Federated Cox Model with Non-Proportional Hazards. CoRR abs/2207.05050 (2022) - [i33]Guilherme Paulino-Passos, Francesca Toni:
On Interactive Explanations as Non-Monotonic Reasoning. CoRR abs/2208.00316 (2022) - [i32]Junqi Jiang, Francesco Leofante, Antonio Rago, Francesca Toni:
Formalising the Robustness of Counterfactual Explanations for Neural Networks. CoRR abs/2208.14878 (2022) - [i31]Francis Rhys Ward, Francesco Belardinelli, Francesca Toni:
Argumentative Reward Learning: Reasoning About Human Preferences. CoRR abs/2209.14010 (2022) - [i30]Avinash Kori, Ben Glocker, Francesca Toni:
Visual Debates. CoRR abs/2210.09015 (2022) - [i29]Nico Potyka, Xiang Yin, Francesca Toni:
Explaining Random Forests using Bipolar Argumentation and Markov Networks (Technical Report). CoRR abs/2211.11699 (2022) - 2021
- [j50]Kristijonas Cyras, Quentin Heinrich, Francesca Toni:
Computational complexity of flat and generic Assumption-Based Argumentation, with and without probabilities. Artif. Intell. 293: 103449 (2021) - [j49]Antonio Rago, Oana Cocarascu, Christos Bechlivanidis, David A. Lagnado, Francesca Toni:
Argumentative explanations for interactive recommendations. Artif. Intell. 296: 103506 (2021) - [j48]Kristijonas Cyras, Tiago Oliveira, Amin Karamlou, Francesca Toni:
Assumption-based argumentation with preferences and goals for patient-centric reasoning with interacting clinical guidelines. Argument Comput. 12(2): 149-189 (2021) - [j47]Emanuele Albini, Pietro Baroni, Antonio Rago, Francesca Toni:
Interpreting and explaining pagerank through argumentation semantics. Intelligenza Artificiale 15(1): 17-34 (2021) - [j46]Piyawat Lertvittayakumjorn, Francesca Toni:
Explanation-Based Human Debugging of NLP Models: A Survey. Trans. Assoc. Comput. Linguistics 9: 1508-1528 (2021) - [c169]Antonio Rago, Fabrizio Russo, Emanuele Albini, Pietro Baroni, Francesca Toni:
Forging Argumentative Explanations from Causal Models. AI³@AI*IA 2021 - [c168]Purin Sukpanichnant, Antonio Rago, Piyawat Lertvittayakumjorn, Francesca Toni:
Neural QBAFs: Explaining Neural Networks Under LRP-Based Argumentation Frameworks. AI*IA 2021: 429-444 - [c167]Stefan Lauren, Francesco Belardinelli, Francesca Toni:
Aggregating Bipolar Opinions. AAMAS 2021: 746-754 - [c166]Adam Dejl, Peter He, Pranav Mangal, Hasan Mohsin, Bogdan Surdu, Eduard Voinea, Emanuele Albini, Piyawat Lertvittayakumjorn, Antonio Rago, Francesca Toni:
Argflow: A Toolkit for Deep Argumentative Explanations for Neural Networks. AAMAS 2021: 1761-1763 - [c165]Kristijonas Cyras, Antonio Rago, Emanuele Albini, Pietro Baroni, Francesca Toni:
Argumentative XAI: A Survey. IJCAI 2021: 4392-4399 - [c164]Guilherme Paulino-Passos, Francesca Toni:
Monotonicity and Noise-Tolerance in Case-Based Reasoning with Abstract Argumentation. KR 2021: 508-518 - [c163]Emanuele Albini, Antonio Rago, Pietro Baroni, Francesca Toni:
Influence-Driven Explanations for Bayesian Network Classifiers. PRICAI (1) 2021: 88-100 - [i28]Stefan Lauren, Francesco Belardinelli, Francesca Toni:
Aggregating Bipolar Opinions (With Appendix). CoRR abs/2102.02881 (2021) - [i27]Piyawat Lertvittayakumjorn, Leshem Choshen, Eyal Shnarch, Francesca Toni:
GrASP: A Library for Extracting and Exploring Human-Interpretable Textual Patterns. CoRR abs/2104.03958 (2021) - [i26]Piyawat Lertvittayakumjorn, Francesca Toni:
Explanation-Based Human Debugging of NLP Models: A Survey. CoRR abs/2104.15135 (2021) - [i25]Joel Oksanen, Oana Cocarascu, Francesca Toni:
Automatic Product Ontology Extraction from Textual Reviews. CoRR abs/2105.10966 (2021) - [i24]Kristijonas Cyras, Antonio Rago, Emanuele Albini, Pietro Baroni, Francesca Toni:
Argumentative XAI: A Survey. CoRR abs/2105.11266 (2021) - [i23]Oana Cocarascu, Andrew McLean, Paul French, Francesca Toni:
An Explanatory Query-Based Framework for Exploring Academic Expertise. CoRR abs/2105.13728 (2021) - [i22]Guilherme Paulino-Passos, Francesca Toni:
Monotonicity and Noise-Tolerance in Case-Based Reasoning with Abstract Argumentation (with Appendix). CoRR abs/2107.06413 (2021) - [i21]Neema Kotonya, Thomas Spooner, Daniele Magazzeni, Francesca Toni:
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification. CoRR abs/2109.12349 (2021) - 2020
- [j45]Pietro Baroni, Francesca Toni, Bart Verheij:
On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games: 25 years later. Argument Comput. 11(1-2): 1-14 (2020) - [c162]Kristijonas Cyras, Amin Karamlou, Myles Lee, Dimitrios Letsios, Ruth Misener, Francesca Toni:
AI-assisted Schedule Explainer for Nurse Rostering. AAMAS 2020: 2101-2103 - [c161]Neema Kotonya, Francesca Toni:
Explainable Automated Fact-Checking: A Survey. COLING 2020: 5430-5443 - [c160]Francesca Toni:
From Computational Argumentation to Explanation. SAFA@COMMA 2020: 1 - [c159]Oana Cocarascu, Elena Cabrio, Serena Villata, Francesca Toni:
Dataset Independent Baselines for Relation Prediction in Argument Mining. COMMA 2020: 45-52 - [c158]Emanuele Albini, Pietro Baroni, Antonio Rago, Francesca Toni:
PageRank as an Argumentation Semantics. COMMA 2020: 55-66 - [c157]Oana Cocarascu, Andria Stylianou, Kristijonas Cyras, Francesca Toni:
Data-Empowered Argumentation for Dialectically Explainable Predictions. ECAI 2020: 2449-2456 - [c156]Piyawat Lertvittayakumjorn, Lucia Specia, Francesca Toni:
FIND: Human-in-the-Loop Debugging Deep Text Classifiers. EMNLP (1) 2020: 332-348 - [c155]Neema Kotonya, Francesca Toni:
Explainable Automated Fact-Checking for Public Health Claims. EMNLP (1) 2020: 7740-7754 - [c154]Emanuele Albini, Antonio Rago, Pietro Baroni, Francesca Toni:
Relation-Based Counterfactual Explanations for Bayesian Network Classifiers. IJCAI 2020: 451-457 - [c153]Antonio Rago, Oana Cocarascu, Christos Bechlivanidis, Francesca Toni:
Argumentation as a Framework for Interactive Explanations for Recommendations. KR 2020: 805-815 - [c152]Oana Cocarascu, Antonio Rago, Francesca Toni:
Explanation via Machine Arguing. Reasoning Web 2020: 53-84 - [c151]Ria Jha, Francesco Belardinelli, Francesca Toni:
Formal verification of debates in argumentation theory. SAC 2020: 940-947 - [i20]Oana Cocarascu, Elena Cabrio, Serena Villata, Francesca Toni:
A Dataset Independent Set of Baselines for Relation Prediction in Argument Mining. CoRR abs/2003.04970 (2020) - [i19]Guilherme Paulino-Passos, Francesca Toni:
Cautious Monotonicity in Case-Based Reasoning with Abstract Argumentation. CoRR abs/2007.05284 (2020) - [i18]Piyawat Lertvittayakumjorn, Lucia Specia, Francesca Toni:
FIND: Human-in-the-Loop Debugging Deep Text Classifiers. CoRR abs/2010.04987 (2020) - [i17]Neema Kotonya, Francesca Toni:
Explainable Automated Fact-Checking for Public Health Claims. CoRR abs/2010.09926 (2020) - [i16]Neema Kotonya, Francesca Toni:
Explainable Automated Fact-Checking: A Survey. CoRR abs/2011.03870 (2020) - [i15]Emanuele Albini, Piyawat Lertvittayakumjorn, Antonio Rago, Francesca Toni:
DAX: Deep Argumentative eXplanation for Neural Networks. CoRR abs/2012.05766 (2020) - [i14]Antonio Rago, Emanuele Albini, Pietro Baroni, Francesca Toni:
Influence-Driven Explanations for Bayesian Network Classifiers. CoRR abs/2012.05773 (2020)
2010 – 2019
- 2019
- [j44]Qiaoting Zhong, Xiuyi Fan, Xudong Luo, Francesca Toni:
An explainable multi-attribute decision model based on argumentation. Expert Syst. Appl. 117: 42-61 (2019) - [j43]Kristijonas Cyras, David Birch, Yike Guo, Francesca Toni, Rajvinder Dulay, Sally Turvey, Daniel Greenberg, Tharindi Hapuarachchi:
Explanations by arbitrated argumentative dispute. Expert Syst. Appl. 127: 141-156 (2019) - [j42]Pietro Baroni, Antonio Rago, Francesca Toni:
From fine-grained properties to broad principles for gradual argumentation: A principled spectrum. Int. J. Approx. Reason. 105: 252-286 (2019) - [c150]Kristijonas Cyras, Dimitrios Letsios, Ruth Misener, Francesca Toni:
Argumentation for Explainable Scheduling. AAAI 2019: 2752-2759 - [c149]Kristijonas Cyras, Jesús Domínguez, Amin Karamlou, Denys Prociuk, Vasa Curcin, Brendan Delaney, Francesca Toni, Kalipso Chalkidou, Ara Darzi:
ROAD2H: Learning Decision Support System for Low- and Middle-Income Countries. AMIA 2019 - [c148]Neema Kotonya, Francesca Toni:
Gradual Argumentation Evaluation for Stance Aggregation in Automated Fake News Detection. ArgMining@ACL 2019: 156-166 - [c147]Oana Cocarascu, Antonio Rago, Francesca Toni:
Extracting Dialogical Explanations for Review Aggregations with Argumentative Dialogical Agents. AAMAS 2019: 1261-1269 - [c146]Amin Karamlou, Kristijonas Cyras, Francesca Toni:
Complexity Results and Algorithms for Bipolar Argumentation. AAMAS 2019: 1713-1721 - [c145]Amin Karamlou, Kristijonas Cyras, Francesca Toni:
Deciding the Winner of a Debate Using Bipolar Argumentation. AAMAS 2019: 2366-2368 - [c144]Piyawat Lertvittayakumjorn, Francesca Toni:
Human-grounded Evaluations of Explanation Methods for Text Classification. EMNLP/IJCNLP (1) 2019: 5194-5204 - [c143]Claudia Schulz, Francesca Toni:
On the Responsibility for Undecisiveness in Preferred and Stable Labellings in Abstract Argumentation (Extended Abstract). IJCAI 2019: 6382-6386 - [i13]Amin Karamlou, Kristijonas Cyras, Francesca Toni:
Complexity Results and Algorithms for Bipolar Argumentation. CoRR abs/1903.01964 (2019) - [i12]Piyawat Lertvittayakumjorn, Francesca Toni:
Human-grounded Evaluations of Explanation Methods for Text Classification. CoRR abs/1908.11355 (2019) - [i11]M. Tarik Altuncu, Eloise Sorin, Joshua D. Symons, Erik Mayer, Sophia N. Yaliraki, Francesca Toni, Mauricio Barahona:
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records. CoRR abs/1909.00183 (2019) - [i10]Ria Jha, Francesco Belardinelli, Francesca Toni:
Formal Verification of Debates in Argumentation Theory. CoRR abs/1912.05828 (2019) - 2018
- [j41]Claudia Schulz, Francesca Toni:
On the responsibility for undecisiveness in preferred and stable labellings in abstract argumentation. Artif. Intell. 262: 301-335 (2018) - [j40]Oana Cocarascu, Francesca Toni:
Combining Deep Learning and Argumentative Reasoning for the Analysis of Social Media Textual Content Using Small Data Sets. Comput. Linguistics 44(4) (2018) - [j39]Antonis C. Kakas, Paolo Mancarella, Francesca Toni:
On Argumentation Logic and Propositional Logic. Stud Logica 106(2): 237-279 (2018) - [c142]Pietro Baroni, Antonio Rago, Francesca Toni:
How Many Properties Do We Need for Gradual Argumentation? AAAI 2018: 1736-1743 - [c141]Francesca Toni:
Machine Arguing: From Data and Rules to Argumentation Frameworks. COMMA 2018: 3 - [c140]Pietro Baroni, Serena Borsato, Antonio Rago, Francesca Toni:
The "Games of Argumentation" Web Platform. COMMA 2018: 447-448 - [c139]Antonio Rago, Oana Cocarascu, Francesca Toni:
Argumentation-Based Recommendations: Fantastic Explanations and How to Find Them. IJCAI 2018: 1949-1955 - [c138]Kristijonas Cyras, Brendan Delaney, Denys Prociuk, Francesca Toni, Martin Chapman, Jesús Domínguez, Vasa Curcin:
Argumentation for Explainable Reasoning with Conflicting Medical Recommendations. MedRACER+WOMoCoE@KR 2018: 14-22 - [c137]Antonio Rago, Pietro Baroni, Francesca Toni:
On Instantiating Generalised Properties of Gradual Argumentation Frameworks. SUM 2018: 243-259 - [e6]Michael Thielscher, Francesca Toni, Frank Wolter:
Principles of Knowledge Representation and Reasoning: Proceedings of the Sixteenth International Conference, KR 2018, Tempe, Arizona, 30 October - 2 November 2018. AAAI Press 2018, ISBN 978-1-57735-803-9 [contents] - [i9]