Paths to Causality: Finding Informative Subgraphs Within Knowledge Graphs for Knowledge-Based Causal Discovery
Fuente:
arXiv
Saved in:
| Main Authors: | Susanti, Yuni, Färber, Michael |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems
by: Färber, Michael, et al.
Published: (2025)
by: Färber, Michael, et al.
Published: (2025)
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery
by: Susanti, Yuni, et al.
Published: (2024)
by: Susanti, Yuni, et al.
Published: (2024)
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning
by: Färber, Michael, et al.
Published: (2024)
by: Färber, Michael, et al.
Published: (2024)
Optimizing Small Transformer-Based Language Models for Multi-Label Sentiment Analysis in Short Texts
by: Neumann, Julius, et al.
Published: (2025)
by: Neumann, Julius, et al.
Published: (2025)
Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs
by: Susanti, Yuni, et al.
Published: (2025)
by: Susanti, Yuni, et al.
Published: (2025)
Do We Need Bigger Models for Science? Task-Aware Retrieval with Small Language Models
by: Kelber, Florian, et al.
Published: (2026)
by: Kelber, Florian, et al.
Published: (2026)
Ground-Truth Subgraphs for Better Training and Evaluation of Knowledge Graph Augmented LLMs
by: Cattaneo, Alberto, et al.
Published: (2025)
by: Cattaneo, Alberto, et al.
Published: (2025)
Causal Micro-Narratives
by: Heddaya, Mourad, et al.
Published: (2024)
by: Heddaya, Mourad, et al.
Published: (2024)
Affordable AI Assistants with Knowledge Graph of Thoughts
by: Besta, Maciej, et al.
Published: (2025)
by: Besta, Maciej, et al.
Published: (2025)
Data Augmentation Techniques for Process Extraction from Scientific Publications
by: Susanti, Yuni
Published: (2024)
by: Susanti, Yuni
Published: (2024)
QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge Graphs
by: Wang, Ruijie, et al.
Published: (2022)
by: Wang, Ruijie, et al.
Published: (2022)
CausalCite: A Causal Formulation of Paper Citations
by: Kumar, Ishan, et al.
Published: (2023)
by: Kumar, Ishan, et al.
Published: (2023)
KGGen: Extracting Knowledge Graphs from Plain Text with Language Models
by: Mo, Belinda, et al.
Published: (2025)
by: Mo, Belinda, et al.
Published: (2025)
Inside CORE-KG: Evaluating Structured Prompting and Coreference Resolution for Knowledge Graphs
by: Meher, Dipak, et al.
Published: (2025)
by: Meher, Dipak, et al.
Published: (2025)
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research
by: Qiao, Shuofei, et al.
Published: (2026)
by: Qiao, Shuofei, et al.
Published: (2026)
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research
by: Kulkarni, Prerana Sanjay, et al.
Published: (2024)
by: Kulkarni, Prerana Sanjay, et al.
Published: (2024)
CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
by: Yang, Zukang, et al.
Published: (2024)
by: Yang, Zukang, et al.
Published: (2024)
Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language Models
by: Zhang, Jiaxin, et al.
Published: (2024)
by: Zhang, Jiaxin, et al.
Published: (2024)
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation
by: Cai, Yuzheng, et al.
Published: (2024)
by: Cai, Yuzheng, et al.
Published: (2024)
Explainable Lane Change Prediction for Near-Crash Scenarios Using Knowledge Graph Embeddings and Retrieval Augmented Generation
by: Manzour, M., et al.
Published: (2025)
by: Manzour, M., et al.
Published: (2025)
Knowledge Conflicts for LLMs: A Survey
by: Xu, Rongwu, et al.
Published: (2024)
by: Xu, Rongwu, et al.
Published: (2024)
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities
by: Zhu, Yuqi, et al.
Published: (2023)
by: Zhu, Yuqi, et al.
Published: (2023)
Knowledge-Enhanced Recommendation with User-Centric Subgraph Network
by: Liu, Guangyi, et al.
Published: (2024)
by: Liu, Guangyi, et al.
Published: (2024)
Augmenting Knowledge Graph Hierarchies Using Neural Transformers
by: Sharma, Sanat, et al.
Published: (2024)
by: Sharma, Sanat, et al.
Published: (2024)
Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP
by: Chen, Ziyi, et al.
Published: (2023)
by: Chen, Ziyi, et al.
Published: (2023)
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources
by: Baek, Jinheon, et al.
Published: (2026)
by: Baek, Jinheon, et al.
Published: (2026)
DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs
by: Zhou, Wei, et al.
Published: (2025)
by: Zhou, Wei, et al.
Published: (2025)
Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations
by: Shi, Zhan, et al.
Published: (2025)
by: Shi, Zhan, et al.
Published: (2025)
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion
by: Baek, Jinheon, et al.
Published: (2023)
by: Baek, Jinheon, et al.
Published: (2023)
SemRepo: A Knowledge Graph for Research Software and Its Scholarly Ecosystem
by: Rafay, Abdul, et al.
Published: (2026)
by: Rafay, Abdul, et al.
Published: (2026)
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering
by: Wang, Yuqi, et al.
Published: (2024)
by: Wang, Yuqi, et al.
Published: (2024)
Beyond RAG: Task-Aware KV Cache Compression for Comprehensive Knowledge Reasoning
by: Corallo, Giulio, et al.
Published: (2025)
by: Corallo, Giulio, et al.
Published: (2025)
Is Implicit Knowledge Enough for LLMs? A RAG Approach for Tree-based Structures
by: Gupte, Mihir, et al.
Published: (2025)
by: Gupte, Mihir, et al.
Published: (2025)
CodeKGC: Code Language Model for Generative Knowledge Graph Construction
by: Bi, Zhen, et al.
Published: (2023)
by: Bi, Zhen, et al.
Published: (2023)
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
by: Xu, Zhentao, et al.
Published: (2024)
by: Xu, Zhentao, et al.
Published: (2024)
AfroXLMR-Comet: Multilingual Knowledge Distillation with Attention Matching for Low-Resource languages
by: Raju, Joshua Sakthivel, et al.
Published: (2025)
by: Raju, Joshua Sakthivel, et al.
Published: (2025)
Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation Classification
by: Hu, Yibo, et al.
Published: (2023)
by: Hu, Yibo, et al.
Published: (2023)
Dynamic Sparse Causal-Attention Temporal Networks for Interpretable Causality Discovery in Multivariate Time Series
by: Zerkouk, Meriem, et al.
Published: (2025)
by: Zerkouk, Meriem, et al.
Published: (2025)
InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem
by: Qiao, Shuofei, et al.
Published: (2026)
by: Qiao, Shuofei, et al.
Published: (2026)
Prompting or Fine-tuning? Exploring Large Language Models for Causal Graph Validation
by: Susanti, Yuni, et al.
Published: (2024)
by: Susanti, Yuni, et al.
Published: (2024)
Similar Items
-
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems
by: Färber, Michael, et al.
Published: (2025) -
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal Discovery
by: Susanti, Yuni, et al.
Published: (2024) -
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning
by: Färber, Michael, et al.
Published: (2024) -
Optimizing Small Transformer-Based Language Models for Multi-Label Sentiment Analysis in Short Texts
by: Neumann, Julius, et al.
Published: (2025) -
Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs
by: Susanti, Yuni, et al.
Published: (2025)