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Sebastijan Dumancic
Sebastijan Dumancic
Tenure-track Assistant Professor @ Delft University of Technology
Geverifieerd e-mailadres voor tudelft.nl - Homepage
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Deepproblog: Neural probabilistic logic programming
R Manhaeve, S Dumancic, A Kimmig, T Demeester, L De Raedt
Advances in Neural Information Processing Systems 31, 2018
3292018
Learning sequence encoders for temporal knowledge graph completion
A García-Durán, S Dumančić, M Niepert
arXiv preprint arXiv:1809.03202, 2018
1532018
From statistical relational to neuro-symbolic artificial intelligence
L De Raedt, S Dumančić, R Manhaeve, G Marra
arXiv preprint arXiv:2003.08316, 2020
812020
Turning 30: New ideas in inductive logic programming
A Cropper, S Dumančić, SH Muggleton
arXiv preprint arXiv:2002.11002, 2020
612020
Neuro-symbolic= neural+ logical+ probabilistic
L De Raedt, R Manhaeve, S Dumancic, T Demeester, A Kimmig
NeSy'19@ IJCAI, the 14th International Workshop on Neural-Symbolic Learning …, 2019
332019
Neural probabilistic logic programming in DeepProbLog
R Manhaeve, S Dumančić, A Kimmig, T Demeester, L De Raedt
Artificial Intelligence 298, 103504, 2021
292021
Inductive logic programming at 30: a new introduction
A Cropper, S Dumančić
arXiv preprint arXiv:2008.07912, 2020
282020
Learning Relational Representations with Auto-encoding Logic Programs
S Dumancic, T Guns, W Meert, H Blockeel
International Joint Conference on Artificial Intelligence (IJCAI) 2019, 2019
24*2019
Cobra: A fast and simple method for active clustering with pairwise constraints
T Van Craenendonck, S Dumancic, H Blockeel
arXiv preprint arXiv:1801.09955, 2018
242018
COBRAS: Interactive clustering with pairwise queries
TV Craenendonck, S Dumančić, EV Wolputte, H Blockeel
International Symposium on Intelligent Data Analysis, 353-366, 2018
21*2018
Clustering-based relational unsupervised representation learning with an explicit distributed representation
S Dumancic, H Blockeel
International Joint Conference on Artificial Intelligence (IJCAI) 2017, 2017
192017
Inductive logic programming at 30
A Cropper, S Dumančić, R Evans, SH Muggleton
Machine Learning 111 (1), 147-172, 2022
172022
A comparative study of distributional and symbolic paradigms for relational learning
S Dumancic, A García-Durán, M Niepert
arXiv preprint arXiv:1806.11391, 2018
17*2018
COBRASTS: A New Approach to Semi-supervised Clustering of Time Series
T Van Craenendonck, W Meert, S Dumančić, H Blockeel
International Conference on Discovery Science, 179-193, 2018
132018
An expressive dissimilarity measure for relational clustering using neighbourhood trees
S Dumančić, H Blockeel
Machine learning 106 (9), 1523-1545, 2017
8*2017
Demystifying Relational Latent Representations
S Dumančić, H Blockeel
International Conference on Inductive Logic Programming, 2017
72017
Knowledge Refactoring for Inductive Program Synthesis
S Dumancic, T Guns, A Cropper
AAAI Conference on Artificial Intelligence 35, 7271--7278, 2021
6*2021
Learning large logic programs by going beyond entailment
A Cropper, S Dumančić
arXiv preprint arXiv:2004.09855, 2020
62020
Inductive logic programming at 30: a new introduction
A Cropper, S Dumančić
Journal of Artificial Intelligence Research 74, 765-850, 2022
32022
Neural probabilistic logic programming
R Manhaeve, S Dumancic, A Kimmig, T Demeester, LD De Raedt
Advances in Neural Information Processing Systems 31, 3753-3763, 2021
32021
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