On the public citation graph

Chapter 1. Neural-Symbolic Learning and Reasoning: A Survey and Interpretation1

0 signed · 78 inferred · view as graph

Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

Is this your work? Sign in with ORCID and put your name on the claims that are yours.
Claim with ORCID
Reference health. See whether every reference in this work resolves to a known work and none has been retracted — and get a dated CiteStamped badge you can embed.
See reference health

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-49008-8_33openalex-snapshot
Symbolic Versus Deep Learning Techniques for Explainable Sentiment Analysis
inferred← citeshttps://doi.org/10.1007/978-3-031-71167-1_5openalex-snapshot
The Role of Foundation Models in Neuro-Symbolic Learning and Reasoning
inferred← citeshttps://doi.org/10.1007/978-3-031-71167-1_9openalex-snapshot
Simple and Effective Transfer Learning for Neuro-Symbolic Integration
inferred← citeshttps://doi.org/10.1007/978-3-031-74640-6_2openalex-snapshot
Neuro-symbolic Artificial Intelligence for Patient Monitoring
inferred← citeshttps://doi.org/10.1007/978-3-031-80111-2_4openalex-snapshot
Explainable AI in Image Classification Tasks: How to Choose the Best?
inferred← citeshttps://doi.org/10.1007/978-3-032-05409-8_10openalex-snapshot
Neuro-Symbolic Federated Research Artifact Search
inferred← citeshttps://doi.org/10.1007/978-3-032-22336-4_6openalex-snapshot
The Role of Artificial Intelligence in Ethical Marketing
inferred← citeshttps://doi.org/10.1007/978-3-032-22817-8_9openalex-snapshot
Agency and Generation: Friends or Enemies?
inferred← citeshttps://doi.org/10.1007/978-3-032-32335-4_19openalex-snapshot
From Large Language Model Predicates to Logic Tensor Networks: Neurosymbolic Offer Validation in Regulated Procurement
inferred← citeshttps://doi.org/10.1007/978-3-032-32335-4_30openalex-snapshot
Neuro-Symbolic Verification of LLM Outputs for Data-Sensitive Domains
inferred← citeshttps://doi.org/10.1007/978-981-95-5009-8_10openalex-snapshot
Semantic Web and Software Agents – A Forgotten Wave of Artificial Intelligence?
inferred← citeshttps://doi.org/10.1007/s00521-026-12063-6openalex-snapshot
Neurosymbolic computer vision: a survey and perspective
inferred← citeshttps://doi.org/10.1007/s10207-026-01342-xopenalex-snapshot
WSymBERT: a weighted neuro-symbolic model for interpretable CVSS prediction
inferred← citeshttps://doi.org/10.1007/s10462-025-11341-4openalex-snapshot
(Ir)rationality in AI: state of the art, research challenges and open questions
inferred← citeshttps://doi.org/10.1007/s10489-023-04834-8openalex-snapshot
TGR: Neural-symbolic ontological reasoner for domain-specific knowledge graphs
inferred← citeshttps://doi.org/10.1007/s11299-024-00304-xopenalex-snapshot
A human-like artificial intelligence for mathematics
inferred← citeshttps://doi.org/10.1007/s11831-026-10621-8openalex-snapshot
XAI in Heart Disease: A Review of Concepts, Applications and Limitations
inferred← citeshttps://doi.org/10.1007/s13218-025-00890-zopenalex-snapshot
SMT Techniques for Data-Aware Process Mining
inferred← citeshttps://doi.org/10.1007/s44163-026-01424-8openalex-snapshot
Neurosymbolic artificial intelligence and mechanistic interpretability in the era of artificial general intelligence
inferred← citeshttps://doi.org/10.1007/s44196-026-01214-1openalex-snapshot
A Novel Construction Method of Bayesian Neural Networks Based on Multi-type Engineering Knowledge
inferred← citeshttps://doi.org/10.1007/s44230-026-00174-1openalex-snapshot
Combining Formal Reasoning and LLMs for Scenario-Based Educational STEM Exercises
inferred← citeshttps://doi.org/10.1016/j.artint.2024.104257openalex-snapshot
Integrating symbolic reasoning into neural generative models for design generation
inferred← citeshttps://doi.org/10.1016/j.caeai.2025.100524openalex-snapshot
Towards responsible AI for education: Hybrid human-AI to confront the elephant in the room
inferred← citeshttps://doi.org/10.1016/j.enbuild.2026.118128openalex-snapshot
From perception to governance: Knowledge-enhanced intelligence for smart sustainable buildings
inferred← citeshttps://doi.org/10.1038/s42256-022-00488-2openalex-snapshot
Lessons from infant learning for unsupervised machine learning
inferred← citeshttps://doi.org/10.1080/18824889.2025.2567085openalex-snapshot
Integrating attention mechanisms in multi-scale image detection: a bibliometric analysis of research evolution and frontier trends
inferred← citeshttps://doi.org/10.1080/22797254.2023.2262738openalex-snapshot
Interpretable land cover classification with modal decision trees
inferred← citeshttps://doi.org/10.1093/logcom/exad037openalex-snapshot
Knowledge injection of Datalog rules via Neural Network Structuring with KINS
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780197608005.013.19openalex-snapshot
Remote Sensing and Artificial Intelligence for Mountain Archaeology
inferred← citeshttps://doi.org/10.1109/access.2024.3381967openalex-snapshot
A Survey on Goal-Oriented Semantic Communication: Techniques, Challenges, and Future Directions
inferred← citeshttps://doi.org/10.1109/access.2024.3463948openalex-snapshot
Problems With SHAP and LIME in Interpretable AI for Education: A Comparative Study of Post-Hoc Explanations and Neural-Symbolic Rule Extraction
inferred← citeshttps://doi.org/10.1109/access.2025.3637714openalex-snapshot
Quantum Meets AI: Pioneering the Future of Intelligent Technology of Multiple-Valued Logic
inferred← citeshttps://doi.org/10.1109/access.2026.3670146openalex-snapshot
Crowd Entropy-Based Prediction Model: Unidirectional Flow
inferred← citeshttps://doi.org/10.1109/africon66545.2025.11533828openalex-snapshot
Gabor Filtering Meets ASP-Constrained Binary Discrete Cellular Neural Networks (BD-CeNN) for Explainable, High-Fidelity Clinical Images
inferred← citeshttps://doi.org/10.1109/edm69524.2026.11631980openalex-snapshot
Neuro-Symbolic Attention Transformers for IoT Sensor Analysis: Integrating Symbolic Temporal Knowledge with Deep Learning
inferred← citeshttps://doi.org/10.1109/edm69524.2026.11632222openalex-snapshot
Outperforming Baseline Transformers: A Neuro-Symbolic Attention Framework for Enhanced Darknet Traffic Analysis and Intrusion Detection
inferred← citeshttps://doi.org/10.1109/i3ctcon68242.2026.11507136openalex-snapshot
Neuro Symbolic Ai For Context-Aware Decision Making In Real Time Systems
inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10888935openalex-snapshot
Bridging Neural and Symbolic Reasoning: A Dual-System Framework for Interpretable Question Answering
inferred← citeshttps://doi.org/10.1109/iccsc71566.2026.11650507openalex-snapshot
Signal-Centric Memory Architectures for Reliable Long-Context Artificial Intelligence
inferred← citeshttps://doi.org/10.1109/iccv51070.2023.01833openalex-snapshot
Beyond Object Recognition: A New Benchmark towards Object Concept Learning
inferred← citeshttps://doi.org/10.1109/icnas68168.2025.11298014openalex-snapshot
CANSR: Cognitive-Aware NeuroSymbolic Recommendations
inferred← citeshttps://doi.org/10.1109/icoct64433.2025.11118512openalex-snapshot
Neuro-Symbolic Self-Explanatory AI (NS-XAI): A Real-Time Framework for Transparent and Adaptive Decision-Making
inferred← citeshttps://doi.org/10.1109/ijcnn60899.2024.10650412openalex-snapshot
Hypergraph Neural Networks with Logic Clauses
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11229419openalex-snapshot
Towards Robust Neurosymbolic Relational Learning
inferred← citeshttps://doi.org/10.1109/mis.2025.3561487openalex-snapshot
Cognitive Neurosymbolic Artificial Intelligence for Complex Decision-Making: Integrating Foundation Models, Cognitive Architectures, and Knowledge
inferred← citeshttps://doi.org/10.1109/niss66502.2025.00018openalex-snapshot
Explainable Artificial Intelligence for Ransomware Detection
inferred← citeshttps://doi.org/10.1109/tai.2023.3311428openalex-snapshot
Neurosymbolic Reinforcement Learning and Planning: A Survey
inferred← citeshttps://doi.org/10.1109/tetci.2025.3526278openalex-snapshot
K-Core Structure Feature Encoding-Based Enhanced Federated Graph Learning Framework
inferred← citeshttps://doi.org/10.1109/tmc.2023.3271715openalex-snapshot
Effective Fault Scenario Identification for Communication Networks via Knowledge-Enhanced Graph Neural Networks
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3338619openalex-snapshot
Knowledge-Augmented Deep Learning and its Applications: A Survey
inferred← citeshttps://doi.org/10.1109/upwiecon67212.2025.11390203openalex-snapshot
Harnessing AI for Competitive Intelligence: Real-Time Market Monitoring and Analysis
inferred← citeshttps://doi.org/10.1145/3638530.3654230openalex-snapshot
Towards an Evolutionary Approach for Exploting Core Knowledge in Artificial Intelligence
inferred← citeshttps://doi.org/10.1145/3645103openalex-snapshot
Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1145/3746175.3746187openalex-snapshot
Human-Centered AI for Predicting Critical Thinking: Modeling Learners' Application of Reasoning Standards with Bayesian Networks
inferred← citeshttps://doi.org/10.1145/3772726.3772846openalex-snapshot
Logic-Guided Exploration for Symbolic Gridworld Tasks via Safety-Constrained Masking and Goal-Oriented Shaping
inferred← citeshttps://doi.org/10.1177/02783649251353181openalex-snapshot
Imperative learning: A self-supervised neuro-symbolic learning framework for robot autonomy
inferred← citeshttps://doi.org/10.1177/02783649261468360openalex-snapshot
Bridging language and action: A survey of language-conditioned robot manipulation
inferred← citeshttps://doi.org/10.1177/29498732251340044openalex-snapshot
Graphic Improvements: Adding Explicit Syntactic Graphs to Neural Machine Translation
inferred← citeshttps://doi.org/10.1177/29498732251377352openalex-snapshot
Experimenting with Neurosymbolic Artificial Intelligence for Defending Against Cyber Attacks
inferred← citeshttps://doi.org/10.1177/29498732251377499openalex-snapshot
Design Patterns for Large Language Model Based Neuro-Symbolic Systems
inferred← citeshttps://doi.org/10.1177/30504554251314334openalex-snapshot
A Bateson-Inspired Model for the Generation of Semantic Concepts from Sensory Data
inferred← citeshttps://doi.org/10.3233/nai-240669openalex-snapshot
Deep deductive reasoning is a hard deep learning problem
inferred← citeshttps://doi.org/10.3233/sw-233324openalex-snapshot
A neuro-symbolic system over knowledge graphs for link prediction
inferred← citeshttps://doi.org/10.3233/sw-243711openalex-snapshot
Neuro-symbolic AI and the semantic web
inferred← citeshttps://doi.org/10.3389/fncom.2025.1657167openalex-snapshot
Editorial: Interdisciplinary synergies in neuroinformatics, cognitive computing, and computational neuroscience
inferred← citeshttps://doi.org/10.3389/frobt.2026.1781874openalex-snapshot
From vision–language models to structure-aware visual reasoning: foundations, representations, and consistency checking
inferred← citeshttps://doi.org/10.3390/a18060306openalex-snapshot
Nomological Deductive Reasoning for Trustworthy, Human-Readable, and Actionable AI Outputs
inferred← citeshttps://doi.org/10.3390/app15105448openalex-snapshot
A Formula-Structure-Embedding-Based GNN for Formula Equivalence Determination
inferred← citeshttps://doi.org/10.3390/computers13090220openalex-snapshot
Digital Genome and Self-Regulating Distributed Software Applications with Associative Memory and Event-Driven History
inferred← citeshttps://doi.org/10.3390/electronics14193889openalex-snapshot
MSBN-SPose: A Multi-Scale Bayesian Neuro-Symbolic Approach for Sitting Posture Recognition
inferred← citeshttps://doi.org/10.3390/engproc2025112039openalex-snapshot
Narrative Review on Symbolic Approaches for Explainable Artificial Intelligence: Foundations, Challenges, and Perspectives
inferred← citeshttps://doi.org/10.3390/make8090281openalex-snapshot
Bridging Knowledge and Learning: A Multi-Axis Analytical Survey for Neurosymbolic Artificial Intelligence
inferred← citeshttps://doi.org/10.37394/23207.2026.23.23openalex-snapshot
Toward Neuro-Symbolic and Reservoir-Inspired Medical Imaging: A BD-CeNN Autoencoder with ASP Rule Mining for Robust and Explainable Interpretation of Grayscale and Color Images
inferred← citeshttps://doi.org/10.37394/23209.2026.23.21openalex-snapshot
ELM meets ASP – Automatic Rule Discovery for Real-Time Long-Term Time-Series Forecasting using ELM Auto-Encoders and Rule-Aware ELM Predictors
inferred← citeshttps://doi.org/10.4018/979-8-2600-2373-0.ch002openalex-snapshot
Advancements in Deep Learning
inferred← citeshttps://doi.org/10.56227/25.1.25openalex-snapshot
Explainable AI in Finance: Addressing the Needs of Diverse Stakeholders
inferred← citeshttps://doi.org/10.5753/jbcs.2026.6101openalex-snapshot
Towards a Neural Lambda Calculus: Neurosymbolic AI Applied to the Foundations of Functional Programming
inferred← citeshttps://doi.org/10.65391/r3097openalex-snapshot
Specifying Safety Requirements for Machine Learning Components in Autonomous Systems: A Survey
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.