By Anonymous User
Review Details
Reviewer has chosen to be Anonymous
Overall Impression: Good
Content:
Technical Quality of the paper: Good
Originality of the paper: Yes, but limited
Adequacy of the bibliography: Yes, but see detailed comments
Presentation:
Adequacy of the abstract: Yes
Introduction: background and motivation: Good
Organization of the paper: Satisfactory
Level of English: Satisfactory
Overall presentation: Good
Detailed Comments:
I have read the revised version after the first round of reviews. The authors addressed all suggestions and comments that I found relevant. I recommend publication of the manuscript after minor corrections in the references section
A few minor suggestions (I check the references in detail). Please see below.
Pascal Hitzler and Md Kamruzzaman Sarker. Neuro-symbolic artificial intelligence: The
state of the art. 2022. ==>>
Pascal Hitzler, Md. Kamruzzaman Sarker:
Neuro-Symbolic Artificial Intelligence: The State of the Art. Frontiers in Artificial Intelligence and Applications 342, IOS Press 2021, ISBN 978-1-64368-244-0
@book{DBLP:series/faia/342,
editor = {Pascal Hitzler and
Md. Kamruzzaman Sarker},
title = {Neuro-Symbolic Artificial Intelligence: The State of the Art},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {342},
publisher = {{IOS} Press},
year = {2021},
url = {https://doi.org/10.3233/FAIA342},
doi = {10.3233/FAIA342},
isbn = {978-1-64368-244-0},
timestamp = {Mon, 05 Feb 2024 20:35:57 +0100},
biburl = {https://dblp.org/rec/series/faia/342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
Priscila Lima, Mariela Morveli-Espinoza, Glaucia K E Pereira, and Felipe Fran¸ca. Satyrus:
A sat-based neuro-symbolic architecture for constraint processing. pages 137–142, 01
2005. doi: 10.1109/ICHIS.2005.97.
==>>
Lima, P. M. V., Morveli-Espinoza, M. M., Pereira, G. C., & Franga, F. M. G. (2005, November). SATyrus: a SAT-based neuro-symbolic architecture for constraint processing. In Fifth International Conference on Hybrid Intelligent Systems (HIS'05) (pp. 6-pp). IEEE.
@inproceedings{lima2005satyrus,
title={SATyrus: a SAT-based neuro-symbolic architecture for constraint processing},
author={Lima, Priscila Machado Vieira and Morveli-Espinoza, M Mariela and Pereira, Glaucia C and Franga, FMG},
booktitle={Fifth International Conference on Hybrid Intelligent Systems (HIS'05)},
pages={6--pp},
year={2005},
organization={IEEE}
}
Parisa Kordjamshidi, Dan Roth, and Hao Wu. Saul: Towards declarative learning based
programming. volume 2015, 12 2015.
==>>
Kordjamshidi, Parisa, Dan Roth, and Hao Wu. "Saul: Towards Declarative Learning Based Programming." AAAI Fall Symposia. 2015.
@inproceedings{kordjamshidi2015saul,
title={Saul: Towards Declarative Learning Based Programming.},
author={Kordjamshidi, Parisa and Roth, Dan and Wu, Hao},
booktitle={AAAI Fall Symposia},
pages={12},
year={2015}
}
Luis C. Lamb, Artur Garcez, Marco Gori, Marcelo Prates, Pedro Avelar, and Moshe Vardi.
Graph neural networks meet neural-symbolic computing: A survey and perspective, 2021.
URL https://arxiv.org/abs/2003.00330.
==>>
Luís C. Lamb, Artur S. d'Avila Garcez, Marco Gori, Marcelo O. R. Prates, Pedro H. C. Avelar, Moshe Y. Vardi:
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective. IJCAI 2020: 4877-4884
@inproceedings{DBLP:conf/ijcai/LambGGPAV20,
author = {Lu{\'{\i}}s C. Lamb and
Artur S. d'Avila Garcez and
Marco Gori and
Marcelo O. R. Prates and
Pedro H. C. Avelar and
Moshe Y. Vardi},
editor = {Christian Bessiere},
title = {Graph Neural Networks Meet Neural-Symbolic Computing: {A} Survey and
Perspective},
booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, {IJCAI} 2020},
pages = {4877--4884},
publisher = {ijcai.org},
year = {2020},
url = {https://doi.org/10.24963/ijcai.2020/679},
doi = {10.24963/IJCAI.2020/679},
timestamp = {Tue, 15 Oct 2024 16:43:28 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/LambGGPAV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
Matthias Minderer, Alexey Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn,
Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran
Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, and Neil Houlsby. Simple open-vocabulary
object detection with vision transformers, 2022. URL https://arxiv.org/abs/2205.
06230.
==>>
Matthias Minderer, Alexey A. Gritsenko, Austin Stone, Maxim Neumann, Dirk Weissenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, Neil Houlsby:
Simple Open-Vocabulary Object Detection. ECCV (10) 2022: 728-755
@inproceedings{DBLP:conf/eccv/MindererGSNWDMA22,
author = {Matthias Minderer and
Alexey A. Gritsenko and
Austin Stone and
Maxim Neumann and
Dirk Weissenborn and
Alexey Dosovitskiy and
Aravindh Mahendran and
Anurag Arnab and
Mostafa Dehghani and
Zhuoran Shen and
Xiao Wang and
Xiaohua Zhai and
Thomas Kipf and
Neil Houlsby},
editor = {Shai Avidan and
Gabriel J. Brostow and
Moustapha Ciss{\'{e}} and
Giovanni Maria Farinella and
Tal Hassner},
title = {Simple Open-Vocabulary Object Detection},
booktitle = {Computer Vision - {ECCV} 2022 - 17th European Conference, Tel Aviv,
Israel, October 23-27, 2022, Proceedings, Part {X}},
series = {Lecture Notes in Computer Science},
volume = {13670},
pages = {728--755},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-20080-9\_42},
doi = {10.1007/978-3-031-20080-9\_42},
timestamp = {Mon, 03 Mar 2025 21:02:42 +0100},
biburl = {https://dblp.org/rec/conf/eccv/MindererGSNWDMA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
Shan-Hwei Nienhuys-Cheng and Roland de Wolf. What is inductive logic programming?
Springer, 1997.
==>>
Nienhuys-Cheng, Shan-Hwei, and Roland de Wolf. Foundations of inductive logic programming. Berlin, Heidelberg: Springer Berlin Heidelberg, 1997.
@book{nienhuys1997foundations,
title={Foundations of inductive logic programming},
author={Nienhuys-Cheng, Shan-Hwei and de Wolf, Roland},
year={1997},
publisher={Springer}
}