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1711.03902
Cited By
Neural-Symbolic Learning and Reasoning: A Survey and Interpretation
10 November 2017
Tarek R. Besold
Artur Garcez
Sebastian Bader
Howard L. Bowman
Pedro M. Domingos
Pascal Hitzler
Kai-Uwe Kühnberger
Luís C. Lamb
Daniel Lowd
P. Lima
L. Penning
Gadi Pinkas
Hoifung Poon
Gerson Zaverucha
LRM
AI4CE
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Papers citing
"Neural-Symbolic Learning and Reasoning: A Survey and Interpretation"
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Title
Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification
Chengwu Liu
Ye Yuan
Yichun Yin
Yan Xu
Xin Xu
Zaoyu Chen
Yasheng Wang
Lifeng Shang
Qun Liu
Ming Zhang
LRM
141
0
0
05 Jun 2025
Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective
Qingchuan Ma
Yuhang Wu
Xiawu Zheng
Rongrong Ji
34
0
0
28 May 2025
Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens
Xixian Yong
Xiao Zhou
Yingying Zhang
Jinlin Li
Yefeng Zheng
X. Wu
LRM
63
0
0
23 May 2025
Combining Abstract Argumentation and Machine Learning for Efficiently Analyzing Low-Level Process Event Streams
Bettina Fazzinga
Sergio Flesca
F. Furfaro
Luigi Pontieri
Francesco Scala
45
0
0
09 May 2025
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room
Danial Hooshyar
Gustav Šír
Yeongwook Yang
Eve Kikas
Raija Hamalainen
T. Karkkainen
Dragan Gašević
Roger Azevedo
114
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0
22 Apr 2025
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods
Danial Hooshyar
Eve Kikas
Yeongwook Yang
Gustav Šír
Raija Hamalainen
T. Karkkainen
Roger Azevedo
122
1
0
01 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey
Yi Liu
Jiaying Wu
Yufei He
Hongcheng Gao
Hongyu Chen
Baolong Bi
Jiaheng Zhang
Zhiqi Huang
Bryan Hooi
Bryan Hooi
LLMAG
LRM
170
17
0
29 Mar 2025
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction
Leander Kurscheidt
Paolo Morettin
Roberto Sebastiani
Andrea Passerini
Antonio Vergari
164
1
0
25 Mar 2025
Combinatorial Optimization via LLM-driven Iterated Fine-tuning
Pranjal Awasthi
Sreenivas Gollapudi
Ravi Kumar
Kamesh Munagala
146
1
0
10 Mar 2025
Standard Neural Computation Alone Is Insufficient for Logical Intelligence
Youngsung Kim
NAI
120
0
0
04 Feb 2025
Advanced Weakly-Supervised Formula Exploration for Neuro-Symbolic Mathematical Reasoning
Yuxuan Wu
Hideki Nakayama
NAI
89
1
0
02 Feb 2025
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
160
10
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
106
16
0
28 Jan 2025
Aligning Generalisation Between Humans and Machines
Filip Ilievski
Barbara Hammer
F. V. Harmelen
Benjamin Paassen
S. Saralajew
...
Vered Shwartz
Gabriella Skitalinskaya
Clemens Stachl
Gido M. van de Ven
T. Villmann
302
1
0
23 Nov 2024
Low-Dimension-to-High-Dimension Generalization And Its Implications for Length Generalization
Yang Chen
Long Yang
Yitao Liang
Zhouchen Lin
112
1
0
11 Oct 2024
Simple and Effective Transfer Learning for Neuro-Symbolic Integration
Alessandro Daniele
Tommaso Campari
Sagar Malhotra
Luciano Serafini
98
1
0
21 Feb 2024
Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI
Zishen Wan
Che-Kai Liu
Hanchen Yang
Chaojian Li
Haoran You
Yonggan Fu
Cheng Wan
Tushar Krishna
Yingyan Lin
A. Raychowdhury
AAML
97
21
0
02 Jan 2024
Spatial Knowledge-Infused Hierarchical Learning: An Application in Flood Mapping on Earth Imagery
Zelin Xu
Tingsong Xiao
Wenchong He
Yu Wang
Zhe Jiang
60
10
0
12 Dec 2023
(Ir)rationality in AI: State of the Art, Research Challenges and Open Questions
Olivia Macmillan-Scott
Mirco Musolesi
96
1
0
28 Nov 2023
Integrating Symbolic Reasoning into Neural Generative Models for Design Generation
Maxwell J. Jacobson
Yexiang Xue
NAI
69
3
0
13 Oct 2023
"A Nova Eletricidade: Aplicações, Riscos e Tendências da IA Moderna -- "The New Electricity": Applications, Risks, and Trends in Current AI
A. Bazzan
Anderson R. Tavares
André G. Pereira
C. R. Jung
Jacob Scharcanski
J. Carbonera
Luís C. Lamb
Mariana Recamonde Mendoza
T. L. T. D. Silveira
V. P. Moreira
56
0
0
08 Oct 2023
Learning Concept-Based Causal Transition and Symbolic Reasoning for Visual Planning
Yilue Qian
Peiyu Yu
Ying Nian Wu
Yao Su
Wei Wang
Lifeng Fan
LRM
101
4
0
05 Oct 2023
Word Sense Disambiguation as a Game of Neurosymbolic Darts
Tiansi Dong
R. Sifa
58
2
0
25 Jul 2023
Injecting Logical Constraints into Neural Networks via Straight-Through Estimators
Zhun Yang
Joohyung Lee
Chi-youn Park
83
20
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10 Jul 2023
Sustainable Adaptive Security
L. Pasquale
Kushal Ramkumar
Wanling Cai
John McCarthy
Gavin Doherty
B. Nuseibeh
29
3
0
05 Jun 2023
InDL: A New Dataset and Benchmark for In-Diagram Logic Interpretation based on Visual Illusion
Haobo Yang
Wenyu Wang
Zexin Cao
Zhekai Duan
Xuchen Liu
VLM
49
0
0
28 May 2023
A Knowledge Engineering Primer
Agnieszka Lawrynowicz
76
0
0
26 May 2023
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection
D. Herron
Ernesto Jiménez-Ruiz
G. Tarroni
Tillman Weyde
36
2
0
22 May 2023
A Review of Symbolic, Subsymbolic and Hybrid Methods for Sequential Decision Making
Carlos Núnez-Molina
Pablo Mesejo
Juan Fernández-Olivares
126
3
0
20 Apr 2023
Towards a Neural Lambda Calculus: Neurosymbolic AI Applied to the Foundations of Functional Programming
J. Flach
Alvaro F. Moreira
Luís C. Lamb
NAI
30
1
0
18 Apr 2023
Describing and Organizing Semantic Web and Machine Learning Systems in the SWeMLS-KG
Fajar J. Ekaputra
Majlinda Llugiqi
M. Sabou
Andreas Ekelhart
Heiko Paulheim
Anna Breit
Artem Revenko
Laura Waltersdorfer
K. Farfar
Sören Auer
118
10
0
27 Mar 2023
Beyond Object Recognition: A New Benchmark towards Object Concept Learning
Yong-Lu Li
Yue Xu
Xinyu Xu
Xiaohan Mao
Yuan Yao
Siqi Liu
Cewu Lu
OCL
135
9
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06 Dec 2022
SimpleMind adds thinking to deep neural networks
Y. Choi
M. Wahi-Anwar
Matthew S. Brown
AI4CE
28
5
0
02 Dec 2022
Knowledge-augmented Deep Learning and Its Applications: A Survey
Zijun Cui
Tian Gao
Kartik Talamadupula
Qiang Ji
112
19
0
30 Nov 2022
Embeddings as Epistemic States: Limitations on the Use of Pooling Operators for Accumulating Knowledge
Steven Schockaert
FAtt
57
5
0
11 Oct 2022
Deep Symbolic Learning: Discovering Symbols and Rules from Perceptions
Alessandro Daniele
Tommaso Campari
Sagar Malhotra
Luciano Serafini
NAI
107
19
0
24 Aug 2022
PROTOtypical Logic Tensor Networks (PROTO-LTN) for Zero Shot Learning
Simone Martone
Francesco Manigrasso
Lamberti Fabrizio
Lia Morra
67
4
0
26 Jun 2022
Towards a Solution to Bongard Problems: A Causal Approach
Salahedine Youssef
Matej Zečević
Devendra Singh Dhami
Kristian Kersting
64
5
0
14 Jun 2022
Neuro-Symbolic Learning of Answer Set Programs from Raw Data
Daniel Cunnington
Mark Law
Jorge Lobo
Alessandra Russo
NAI
114
8
0
25 May 2022
R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning
Shengyao Lu
Bang Liu
Keith G. Mills
Shangling Jui
Di Niu
AI4TS
81
8
0
13 May 2022
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction
Zhanming Jie
Jierui Li
Wei Lu
ReLM
AIMat
72
76
0
19 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review
Kyle Hamilton
Aparna Nayak
Bojan Bozic
Luca Longo
NAI
103
63
0
24 Feb 2022
Tractable Boolean and Arithmetic Circuits
Adnan Darwiche
TPM
78
13
0
07 Feb 2022
Generative Flow Networks for Discrete Probabilistic Modeling
Dinghuai Zhang
Nikolay Malkin
Ziqiang Liu
Alexandra Volokhova
Aaron Courville
Yoshua Bengio
90
110
0
03 Feb 2022
PRIMA: Planner-Reasoner Inside a Multi-task Reasoning Agent
Daoming Lyu
Bo Liu
Jianshu Chen
LRM
74
1
0
01 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices
Mikolaj Malkiñski
Jacek Mańdziuk
216
43
0
28 Jan 2022
Reasoning Like Program Executors
Xinyu Pi
Qian Liu
Bei Chen
Morteza Ziyadi
Zeqi Lin
Qiang Fu
Yan Gao
Jian-Guang Lou
Weizhu Chen
ReLM
LRM
314
53
0
27 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward
Ruben Cartuyvels
Graham Spinks
Marie-Francine Moens
OCL
91
20
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04 Jan 2022
Automated Fact-Checking: A Survey
Xia Zeng
Amani S. Abumansour
A. Zubiaga
HILM
268
96
0
23 Sep 2021
From LSAT: The Progress and Challenges of Complex Reasoning
Siyuan Wang
Zhongkun Liu
Wanjun Zhong
Ming Zhou
Zhongyu Wei
Zhumin Chen
Nan Duan
ELM
85
46
0
02 Aug 2021
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