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Hierarchies of Reward Machines


May 31, 2022
Daniel Furelos-Blanco, Mark Law, Anders Jonsson, Krysia Broda, Alessandra Russo

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Inductive Learning of Complex Knowledge from Raw Data


May 25, 2022
Daniel Cunnington, Mark Law, Jorge Lobo, Alessandra Russo

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Efficient lifting of symmetry breaking constraints for complex combinatorial problems


May 14, 2022
Alice Tarzariol, Martin Gebser, Mark Law, Konstantin Schekotihin

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* Paper presented at the 38th International Conference on Logic Programming (ICLP 2022), 16 pages 

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FF-NSL: Feed-Forward Neural-Symbolic Learner


Jul 02, 2021
Daniel Cunnington, Mark Law, Alessandra Russo, Jorge Lobo

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* Pre-print, work in progress 

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Conflict-driven Inductive Logic Programming


Dec 31, 2020
Mark Law

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* Submitted to the Theory and Practice of Logic Programming (TPLP) -- under review 

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NSL: Hybrid Interpretable Learning From Noisy Raw Data


Dec 09, 2020
Daniel Cunnington, Alessandra Russo, Mark Law, Jorge Lobo, Lance Kaplan

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Induction and Exploitation of Subgoal Automata for Reinforcement Learning


Sep 08, 2020
Daniel Furelos-Blanco, Mark Law, Anders Jonsson, Krysia Broda, Alessandra Russo

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The ILASP system for Inductive Learning of Answer Set Programs


May 02, 2020
Mark Law, Alessandra Russo, Krysia Broda

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* Submitted to the ALP newsletter 

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Induction of Subgoal Automata for Reinforcement Learning


Nov 29, 2019
Daniel Furelos-Blanco, Mark Law, Alessandra Russo, Krysia Broda, Anders Jonsson

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* Preprint accepted for publication to the 34th AAAI Conference on Artificial Intelligence (AAAI-20) 

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