Epistemic Graphs for Representing and Reasoning with Positive and Negative Influences of Arguments
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Abstract (arXiv)
This paper introduces epistemic graphs as a generalization of the epistemic approach to probabilistic argumentation. In these graphs, an argument can be believed or disbelieved up to a given degree, thus providing a more fine--grained alternative to the standard Dung's approaches when it comes to determining the status of a given argument. Furthermore, the flexibility of the epistemic approach allows us to both model the rationale behind the existing semantics as well as completely deviate from them when required. Epistemic graphs can model both attack and support as well as relations that are neither support nor attack. The way other arguments influence a given argument is expressed by the epistemic constraints that can restrict the belief we have in an argument with a varying degree of specificity. The fact that we can specify the rules under which arguments should be evaluated and we can include constraints between unrelated arguments permits the framework to be more context--sensitive. It also allows for better modelling of imperfect agents, which can be important in multi--agent applications.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Feb 2018.
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Citing papers per year: 2021: 2; 2022: 4; 2023: 2; 2024: 2; 2025: 3; 2026: 1.
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- 2021Strategic Argumentation Dialogues for Persuasion: Framework and Experiments Based on Modelling the Beliefs and Concerns of the Persuadeecited by 7
- 2023smProbLog: Stable Model Semantics in ProbLog for Probabilistic Argumentationcited by 6
- 2021SMProbLog: Stable Model Semantics in ProbLog and its Applications in Argumentationcited by 5
- 2022Forecasting Argumentation Frameworkscited by 5
- 2025Dynamic Epistemic Friction in Dialoguecited by 4
- 2024Understanding Enthymemes in Argument Maps: Bridging Argument Mining and Logic-based Argumentationcited by 2
- 2024A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphscited by 2
- 2022Many-valued Argumentation, Conditionals and a Probabilistic Semantics for Gradual Argumentationcited by 1
- 2023Some Options for Instantiation of Bipolar Argument Graphs with Deductive Argumentscited by 1
- 2025Toward a Graph-Theoretic Model of Belief: Confidence, Credibility, and Structural Coherencecited by 1
- 2022Probabilistic Deduction: an Approach to Probabilistic Structured Argumentationcited by 0
- 2022A Filtering-based General Approach to Learning Rational Constraints of Epistemic Graphscited by 0
2 more
- 2026Rejecting Arguments Based on Doubt in Structured Bipolar Argumentation3 Feb 2026
- 2025Toward a Graph-Theoretic Model of Belief: Confidence, Credibility, and Structural Coherence5 Aug 2025
- 2025Dynamic Epistemic Friction in Dialogue12 Jun 2025
- 2025Encoding Argumentation Frameworks to Propositional Logic Systems10 Mar 2025
- 2024A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphs29 Oct 2024
- 2024Understanding Enthymemes in Argument Maps: Bridging Argument Mining and Logic-based Argumentation16 Aug 2024
- 2023Some Options for Instantiation of Bipolar Argument Graphs with Deductive Arguments8 Aug 2023
- 2023smProbLog: Stable Model Semantics in ProbLog for Probabilistic Argumentation3 Apr 2023
- 2022Many-valued Argumentation, Conditionals and a Probabilistic Semantics for Gradual Argumentation14 Dec 2022
- 2022A Filtering-based General Approach to Learning Rational Constraints of Epistemic Graphs5 Nov 2022
- 2022Probabilistic Deduction: an Approach to Probabilistic Structured Argumentation1 Sep 2022
- 2022Forecasting Argumentation Frameworks23 May 2022
- 2025Dynamic Epistemic Friction in Dialoguecited by 4
- 2025Dynamic Epistemic Friction in Dialogue12 Jun 2025
- 2021Strategic Argumentation Dialogues for Persuasion: Framework and Experiments Based on Modelling the Beliefs and Concerns of the Persuadeecited by 7
- 2023smProbLog: Stable Model Semantics in ProbLog for Probabilistic Argumentationcited by 6
- 2021SMProbLog: Stable Model Semantics in ProbLog and its Applications in Argumentationcited by 5
- 2022Forecasting Argumentation Frameworkscited by 5
- 2024Understanding Enthymemes in Argument Maps: Bridging Argument Mining and Logic-based Argumentationcited by 2
- 2024A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphscited by 2
- 2022Many-valued Argumentation, Conditionals and a Probabilistic Semantics for Gradual Argumentationcited by 1
- 2023Some Options for Instantiation of Bipolar Argument Graphs with Deductive Argumentscited by 1
- 2025Toward a Graph-Theoretic Model of Belief: Confidence, Credibility, and Structural Coherencecited by 1
- 2022Probabilistic Deduction: an Approach to Probabilistic Structured Argumentationcited by 0
- 2022A Filtering-based General Approach to Learning Rational Constraints of Epistemic Graphscited by 0
- 2025Encoding Argumentation Frameworks to Propositional Logic Systemscited by 0
12 most cited of 13 All 13 (JSON)
- 2026Rejecting Arguments Based on Doubt in Structured Bipolar Argumentation3 Feb 2026
- 2025Toward a Graph-Theoretic Model of Belief: Confidence, Credibility, and Structural Coherence5 Aug 2025
- 2025Encoding Argumentation Frameworks to Propositional Logic Systems10 Mar 2025
- 2024A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphs29 Oct 2024
- 2024Understanding Enthymemes in Argument Maps: Bridging Argument Mining and Logic-based Argumentation16 Aug 2024
- 2023Some Options for Instantiation of Bipolar Argument Graphs with Deductive Arguments8 Aug 2023
- 2023smProbLog: Stable Model Semantics in ProbLog for Probabilistic Argumentation3 Apr 2023
- 2022Many-valued Argumentation, Conditionals and a Probabilistic Semantics for Gradual Argumentation14 Dec 2022
- 2022A Filtering-based General Approach to Learning Rational Constraints of Epistemic Graphs5 Nov 2022
- 2022Probabilistic Deduction: an Approach to Probabilistic Structured Argumentation1 Sep 2022
- 2022Forecasting Argumentation Frameworks23 May 2022
- 2021SMProbLog: Stable Model Semantics in ProbLog and its Applications in Argumentation5 Oct 2021
12 newest of 13 All 13 (JSON)