Bridging machine learning and logical reasoning by abductive learning WZ Dai, Q Xu, Y Yu, ZH Zhou Advances in Neural Information Processing Systems 32, 2019 | 173 | 2019 |
Abductive knowledge induction from raw data WZ Dai, SH Muggleton arXiv preprint arXiv:2010.03514, 2020 | 47 | 2020 |
Meta-interpretive learning from noisy images S Muggleton, WZ Dai, C Sammut, A Tamaddoni-Nezhad, J Wen, ZH Zhou Machine Learning 107, 1097-1118, 2018 | 39 | 2018 |
Semi-supervised abductive learning and its application to theft judicial sentencing YX Huang, WZ Dai, J Yang, LW Cai, S Cheng, R Huang, YF Li, ZH Zhou 2020 IEEE international conference on data mining (ICDM), 1070-1075, 2020 | 37 | 2020 |
Tunneling neural perception and logic reasoning through abductive learning WZ Dai, QL Xu, Y Yu, ZH Zhou arXiv preprint arXiv:1802.01173, 2018 | 36 | 2018 |
Fast abductive learning by similarity-based consistency optimization YX Huang, WZ Dai, LW Cai, SH Muggleton, Y Jiang Advances in Neural Information Processing Systems 34, 26574-26584, 2021 | 28 | 2021 |
Logical Vision: Meta-Interpretive Learning for Simple Geometrical Concepts. WZ Dai, SH Muggleton, ZH Zhou ILP (Late Breaking Papers), 1-16, 2015 | 26 | 2015 |
Abductive Learning with Ground Knowledge Base. LW Cai, WZ Dai, YX Huang, Y Li, SH Muggleton, Y Jiang IJCAI, 1815-1821, 2021 | 24 | 2021 |
Logical vision: One-shot meta-interpretive learning from real images WZ Dai, S Muggleton, J Wen, A Tamaddoni-Nezhad, ZH Zhou Inductive Logic Programming: 27th International Conference, ILP 2017 …, 2018 | 24 | 2018 |
Combining logical abduction and statistical induction: Discovering written primitives with human knowledge WZ Dai, ZH Zhou Proceedings of the AAAI Conference on Artificial Intelligence 31 (1), 2017 | 19 | 2017 |
Enabling knowledge refinement upon new concepts in abductive learning YX Huang, WZ Dai, Y Jiang, ZH Zhou Proceedings of the AAAI Conference on Artificial Intelligence 37 (7), 7928-7935, 2023 | 7 | 2023 |
Enabling Abductive Learning to Exploit Knowledge Graph. YX Huang, Z Sun, G Li, X Tian, WZ Dai, W Hu, Y Jiang, ZH Zhou IJCAI, 3839-3847, 2023 | 6 | 2023 |
Abductive subconcept learning Z Han, LW Cai, WZ Dai, YX Huang, B Wei, W Wang, Y Yin Science China Information Sciences 66 (2), 122103, 2023 | 6 | 2023 |
Deciphering raw data in neuro-symbolic learning with provable guarantees L Tao, YX Huang, WZ Dai, Y Jiang Proceedings of the AAAI Conference on Artificial Intelligence 38 (14), 15310 …, 2024 | 5 | 2024 |
Safe Abductive Learning in the Presence of Inaccurate Rules XW Yang, JJ Shao, WW Tu, YF Li, WZ Dai, ZH Zhou Proceedings of the AAAI Conference on Artificial Intelligence 38 (15), 16361 …, 2024 | 3 | 2024 |
Reduced implication-bias logic loss for neuro-symbolic learning HY He, WZ Dai, M Li Machine Learning, 1-21, 2024 | 3 | 2024 |
Automated Biodesign Engineering by Abductive Meta-Interpretive Learning WZ Dai, L Hallett, SH Muggleton, GS Baldwin arXiv preprint arXiv:2105.07758, 2021 | 2 | 2021 |
Knowledge-Enhanced Historical Document Segmentation and Recognition EH Gao, YX Huang, WC Hu, XH Zhu, WZ Dai Proceedings of the AAAI Conference on Artificial Intelligence 38 (8), 8409-8416, 2024 | 1 | 2024 |
Statistical unfolded logic learning WZ Dai, ZH Zhou Asian Conference on Machine Learning, 349-361, 2016 | 1 | 2016 |
Human Comprehensible Active Learning of Genome-Scale Metabolic Networks L Ai, SS Liang, WZ Dai, L Hallett, SH Muggleton, GS Baldwin arXiv preprint arXiv:2308.12740, 2023 | | 2023 |