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Sparse Relational Reasoning with Object-Centric Representations


Jul 15, 2022
Alex F. Spies, Alessandra Russo, Murray Shanahan

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* ICML 2022, DyNN Workshop 

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Automatic Concept Extraction for Concept Bottleneck-based Video Classification


Jun 21, 2022
Jeya Vikranth Jeyakumar, Luke Dickens, Luis Garcia, Yu-Hsi Cheng, Diego Ramirez Echavarria, Joseph Noor, Alessandra Russo, Lance Kaplan, Erik Blasch, Mani Srivastava

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* 10 pages, Appendix: 2 pages 

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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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Numerical reasoning in machine reading comprehension tasks: are we there yet?


Sep 16, 2021
Hadeel Al-Negheimish, Pranava Madhyastha, Alessandra Russo

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* to appear at EMNLP 2021 

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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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pix2rule: End-to-end Neuro-symbolic Rule Learning


Jun 14, 2021
Nuri Cingillioglu, Alessandra Russo

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* 41 pages 

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Discrete Reasoning Templates for Natural Language Understanding


Apr 05, 2021
Hadeel Al-Negheimish, Pranava Madhyastha, Alessandra Russo

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* Published at EACL 2021 SRW 

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HySTER: A Hybrid Spatio-Temporal Event Reasoner


Jan 17, 2021
Theophile Sautory, Nuri Cingillioglu, Alessandra Russo

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* Preprint accepted by the 35th AAAI Conference on Artificial Intelligence (AAAI-21) Workshop on Hybrid Artificial Intelligence (HAI) 

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