Constraint Answer Set Programming without Grounding
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Abstract (arXiv)
Extending ASP with constraints (CASP) enhances its expressiveness and performance. This extension is not straightforward as the grounding phase, present in most ASP systems, removes variables and the links among them, and also causes a combinatorial explosion in the size of the program. Several methods to overcome this issue have been devised: restricting the constraint domains (e.g., discrete instead of dense), or the type (or number) of models that can be returned. In this paper we propose to incorporate constraints into s(ASP), a goal-directed, top-down execution model which implements ASP while retaining logical variables both during execution and in the answer sets. The resulting model, s(CASP), can constrain variables that, as in CLP, are kept during the execution and in the answer sets. s(CASP) inherits and generalizes the execution model of s(ASP) and is parametric w.r.t. the constraint solver. We describe this novel execution model and show through several examples the enhanced expressiveness of s(CASP) w.r.t. ASP, CLP, and other CASP systems. We also report improved performance w.r.t. other very mature, highly optimized ASP systems in some benchmarks. This paper is under consideration for publication in Theory and Practice of Logic Programming (TPLP).
Key facts. Cited by 38 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Apr 2018.
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Citing papers per year: 2021: 11; 2022: 3; 2023: 7; 2024: 7; 2025: 7; 2026: 3.
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- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoningcited by 14
- 2021Knowledge-driven Natural Language Understanding of English Text and its Applicationscited by 12
- 2023Reliable Natural Language Understanding with Large Language Models and Answer Set Programmingcited by 12
- 2023Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogscited by 12
- 2021FOLD-R++: A Scalable Toolset for Automated Inductive Learning of Default Theories from Mixed Datacited by 10
- 2022FOLD-RM: A Scalable, Efficient, and Explainable Inductive Learning Algorithm for Multi-Category Classification of Mixed Datacited by 7
- 2021CASPR: A Commonsense Reasoning-based Conversational Socialbotcited by 6
- 2021Modeling and Reasoning in Event Calculus using Goal-Directed Constraint Answer Set Programmingcited by 4
- 2023Using Logic Programming and Kernel-Grouping for Improving Interpretability of Convolutional Neural Networkscited by 4
- 2021An ASP-based Approach to Answering Natural Language Questions for Textscited by 3
- 2024EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learningcited by 3
- 2025Symbolic Rule Extraction from Attention-Guided Sparse Representations in Vision Transformerscited by 3
26 more
- 2022Specifying and Exploiting Non-Monotonic Domain-Specific Declarative Heuristics in Answer Set Programmingcited by 2
- 2023NeSyFOLD: Neurosymbolic Framework for Interpretable Image Classificationcited by 2
- 2023Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner Oraclescited by 2
- 2025MC3G: Model Agnostic Causally Constrained Counterfactual Generationcited by 2
- 2021grASP: A Graph Based ASP-Solver and Justification Systemcited by 1
- 2021MILP, pseudo-boolean, and OMT solvers for optimal fault-tolerant placements of relay nodes in mission critical wireless networkscited by 1
- 2021Knowledge-Assisted Reasoning of Model-Augmented System Requirements with Event Calculus and Goal-Directed Answer Set Programmingcited by 1
- 2021Towards Dynamic Consistency Checking in Goal-directed Predicate Answer Set Programmingcited by 1
- 2024Automated legal reasoning with discretion to act using s(LAW)cited by 1
- 2024CoGS: Causality Constrained Counterfactual Explanations using goal-directed ASPcited by 1
- 2021An NLG pipeline for a legal expert system: a work in progresscited by 0
- 2022Automating UAV Flight Readiness Approval using Goal-Directed Answer Set Programmingcited by 0
- 2023Locksynth: Deriving Synchronization Code for Concurrent Data Structures with ASPcited by 0
- 2023Counterfactual Explanation Generation with s(CASP)cited by 0
- 2024Counterfactual Generation with Answer Set Programmingcited by 0
- 2024CFGs: Causality Constrained Counterfactual Explanations using goal-directed ASPcited by 0
- 2024Through the Looking Glass, and what Horn Clause Programs Found Therecited by 0
- 2024Fast Inference for Probabilistic Answer Set Programs via the Residual Programcited by 0
- 2025Generating Causally Compliant Counterfactual Explanations using ASPcited by 0
- 2025Reliable Collaborative Conversational Agent System Based on LLMs and Answer Set Programmingcited by 0
- 2025A Community-driven vision for a new Knowledge Resource for AIcited by 0
- 2025Modeling Deontic Modal Logic in ASPcited by 0
- 2025P2C: Path to Counterfactualscited by 0
- 2026An XAI View on Explainable ASP: Methods, Systems, and Perspectivescited by 0
- 2026FLINGO -- Instilling ASP Expressiveness into Linear Integer Constraintscited by 0
- 2026Constrained Assumption-Based Argumentation Frameworkscited by 0
- 2026Constrained Assumption-Based Argumentation Frameworks13 Feb 2026
- 2026FLINGO -- Instilling ASP Expressiveness into Linear Integer Constraints10 Feb 2026
- 2026An XAI View on Explainable ASP: Methods, Systems, and Perspectives21 Jan 2026
- 2025P2C: Path to Counterfactuals28 Aug 2025
- 2025MC3G: Model Agnostic Causally Constrained Counterfactual Generation24 Aug 2025
- 2025Modeling Deontic Modal Logic in ASP7 Jul 2025
- 2025A Community-driven vision for a new Knowledge Resource for AI19 Jun 2025
- 2025Symbolic Rule Extraction from Attention-Guided Sparse Representations in Vision Transformers10 May 2025
- 2025Reliable Collaborative Conversational Agent System Based on LLMs and Answer Set Programming9 May 2025
- 2025Generating Causally Compliant Counterfactual Explanations using ASP13 Feb 2025
- 2024Fast Inference for Probabilistic Answer Set Programs via the Residual Program14 Aug 2024
- 2024Through the Looking Glass, and what Horn Clause Programs Found There29 Jul 2024
26 more
- 2024CoGS: Causality Constrained Counterfactual Explanations using goal-directed ASP11 Jul 2024
- 2024CFGs: Causality Constrained Counterfactual Explanations using goal-directed ASP24 May 2024
- 2024EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learning15 Mar 2024
- 2024Counterfactual Generation with Answer Set Programming6 Feb 2024
- 2024Automated legal reasoning with discretion to act using s(LAW)25 Jan 2024
- 2023Counterfactual Explanation Generation with s(CASP)23 Oct 2023
- 2023Using Logic Programming and Kernel-Grouping for Improving Interpretability of Convolutional Neural Networks19 Oct 2023
- 2023Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner Oracles24 Jun 2023
- 2023Locksynth: Deriving Synchronization Code for Concurrent Data Structures with ASP20 May 2023
- 2023Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogs15 Mar 2023
- 2023Reliable Natural Language Understanding with Large Language Models and Answer Set Programming7 Feb 2023
- 2023NeSyFOLD: Neurosymbolic Framework for Interpretable Image Classification30 Jan 2023
- 2022Specifying and Exploiting Non-Monotonic Domain-Specific Declarative Heuristics in Answer Set Programming19 Sep 2022
- 2022Automating UAV Flight Readiness Approval using Goal-Directed Answer Set Programming25 Aug 2022
- 2022FOLD-RM: A Scalable, Efficient, and Explainable Inductive Learning Algorithm for Multi-Category Classification of Mixed Data14 Feb 2022
- 2021An ASP-based Approach to Answering Natural Language Questions for Texts21 Dec 2021
- 2021Towards Dynamic Consistency Checking in Goal-directed Predicate Answer Set Programming22 Oct 2021
- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoning17 Oct 2021
- 2021FOLD-R++: A Scalable Toolset for Automated Inductive Learning of Default Theories from Mixed Data15 Oct 2021
- 2021CASPR: A Commonsense Reasoning-based Conversational Socialbot11 Oct 2021
- 2021Knowledge-Assisted Reasoning of Model-Augmented System Requirements with Event Calculus and Goal-Directed Answer Set Programming10 Sep 2021
- 2021An NLG pipeline for a legal expert system: a work in progress6 Jul 2021
- 2021Modeling and Reasoning in Event Calculus using Goal-Directed Constraint Answer Set Programming28 Jun 2021
- 2021MILP, pseudo-boolean, and OMT solvers for optimal fault-tolerant placements of relay nodes in mission critical wireless networks20 Jun 2021
- 2021grASP: A Graph Based ASP-Solver and Justification System2 Apr 2021
- 2021Knowledge-driven Natural Language Understanding of English Text and its Applications27 Jan 2021
- 2021AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoningcited by 14
- 2021Knowledge-driven Natural Language Understanding of English Text and its Applicationscited by 12
- 2023Reliable Natural Language Understanding with Large Language Models and Answer Set Programmingcited by 12
- 2021FOLD-R++: A Scalable Toolset for Automated Inductive Learning of Default Theories from Mixed Datacited by 10
- 2022FOLD-RM: A Scalable, Efficient, and Explainable Inductive Learning Algorithm for Multi-Category Classification of Mixed Datacited by 7
- 2021CASPR: A Commonsense Reasoning-based Conversational Socialbotcited by 6
- 2021Modeling and Reasoning in Event Calculus using Goal-Directed Constraint Answer Set Programmingcited by 4
- 2023Using Logic Programming and Kernel-Grouping for Improving Interpretability of Convolutional Neural Networkscited by 4
- 2021An ASP-based Approach to Answering Natural Language Questions for Textscited by 3
- 2024EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learningcited by 3
- 2025Symbolic Rule Extraction from Attention-Guided Sparse Representations in Vision Transformerscited by 3
- 2022Specifying and Exploiting Non-Monotonic Domain-Specific Declarative Heuristics in Answer Set Programmingcited by 2
12 most cited of 35 All 35 (JSON)
- 2026Constrained Assumption-Based Argumentation Frameworks13 Feb 2026
- 2026FLINGO -- Instilling ASP Expressiveness into Linear Integer Constraints10 Feb 2026
- 2026An XAI View on Explainable ASP: Methods, Systems, and Perspectives21 Jan 2026
- 2025P2C: Path to Counterfactuals28 Aug 2025
- 2025MC3G: Model Agnostic Causally Constrained Counterfactual Generation24 Aug 2025
- 2025Modeling Deontic Modal Logic in ASP7 Jul 2025
- 2025A Community-driven vision for a new Knowledge Resource for AI19 Jun 2025
- 2025Symbolic Rule Extraction from Attention-Guided Sparse Representations in Vision Transformers10 May 2025
- 2025Generating Causally Compliant Counterfactual Explanations using ASP13 Feb 2025
- 2024Fast Inference for Probabilistic Answer Set Programs via the Residual Program14 Aug 2024
- 2024Through the Looking Glass, and what Horn Clause Programs Found There29 Jul 2024
- 2024CoGS: Causality Constrained Counterfactual Explanations using goal-directed ASP11 Jul 2024
12 newest of 35 All 35 (JSON)