Embedding Symbolic Knowledge into Deep Networks

3 September 2019

Papers citing "Embedding Symbolic Knowledge into Deep Networks"

25 / 25 papers shown

Title
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yue Yang Xiao Lin Zhipeng Zhao SSL 106 9 0 28 Jan 2025
Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review Giovanni Ciatto Federico Sabbatini Andrea Agiollo Matteo Magnini Andrea Omicini 60 15 0 28 Jan 2025
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation Bowen Li Zhaoyu Li Qiwei Du Jinqi Luo Wenshan Wang ... Katia Sycara Pradeep Kumar Ravikumar Alexander G. Gray X. Si Sebastian A. Scherer AI4CE LRM 85 3 0 01 Nov 2024
stl2vec: Semantic and Interpretable Vector Representation of Temporal Logic Gaia Saveri L. Nenzi Luca Bortolussi Jan Křetínský 46 0 0 23 May 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 78 224 0 22 Jan 2024
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 59 16 0 16 Nov 2023
A Novel Neural-symbolic System under Statistical Relational Learning Dongran Yu Xueyan Liu Shirui Pan Anchen Li Bo Yang AI4CE NAI 19 1 0 16 Sep 2023
Towards Unbiased Exploration in Partial Label Learning Zsolt Zombori Agapi Rissaki Kristóf Szabó Wolfgang Gatterbauer Michael Benedikt SSL UQCV 41 1 0 02 Jul 2023
Learning from Noisy Crowd Labels with Logics Zhijun Chen Hailong Sun Haoqian He Pengpeng Chen NoLa NAI 37 7 0 13 Feb 2023
A Roadmap to Domain Knowledge Integration in Machine Learning Himel Das Gupta Victor S. Sheng 16 4 0 12 Dec 2022
Neural Controller Synthesis for Signal Temporal Logic Specifications Using Encoder-Decoder Structured Networks Wataru Hashimoto Kazumune Hashimoto M. Kishida S. Takai 42 1 0 10 Dec 2022
Knowledge-augmented Deep Learning and Its Applications: A Survey Zijun Cui Tian Gao Kartik Talamadupula Qiang Ji 49 18 0 30 Nov 2022
CARE: Certifiably Robust Learning with Reasoning via Variational Inference Jiawei Zhang Linyi Li Ce Zhang Yue Liu AAML OOD 48 8 0 12 Sep 2022
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories Davide Buffelli Efthymia Tsamoura 30 2 0 06 Sep 2022
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology Muhammad Hassan Haifei Guan Aikaterini Melliou Yuqi Wang Qianhui Sun ... Qi Huang Jiefu Tan Qinwang Xing Peiwu Qin Dongmei Yu NAI 57 14 0 31 Jul 2022
Tractable Boolean and Arithmetic Circuits Adnan Darwiche TPM 46 12 0 07 Feb 2022
A Critical Review of Inductive Logic Programming Techniques for Explainable AI Zheng Zhang Liangliang Xu L. Yilmaz Bo Liu 36 7 0 31 Dec 2021
Relation-aware Compositional Zero-shot Learning for Attribute-Object Pair Recognition Ziwei Xu Guangzhi Wang Yongkang Wong Mohan S. Kankanhalli 56 26 0 10 Aug 2021
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 40 127 0 21 Jul 2021
Neuro-Symbolic Artificial Intelligence: Current Trends Md Kamruzzaman Sarker Lu Zhou Aaron Eberhart Pascal Hitzler NAI 29 87 0 11 May 2021
Incorporating Domain Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan AI4CE 24 9 0 27 Feb 2021
Embedding Symbolic Temporal Knowledge into Deep Sequential Models Yaqi Xie Fan Zhou Harold Soh AI4CE 23 19 0 28 Jan 2021
SoK: Certified Robustness for Deep Neural Networks Linyi Li Tao Xie Yue Liu AAML 38 128 0 09 Sep 2020
Logic Tensor Networks for Semantic Image Interpretation Ivan Donadello Luciano Serafini Artur Garcez 62 209 0 24 May 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 379 10,658 0 19 Feb 2017