Cover Image

KG-FGNN: Knowledge-guided GNN Foundation Model for Fertilisation-oriented Soil GHG Flux Prediction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Yu, Bi, Gaoshan, Jeffery, Simon, Davis, Max, Li, Yang, Xue, Qing, Yang, Po
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exploring the Feasibility of Deep Learning Models for Long-term Disease Prediction: A Case Study for Wheat Yellow Rust in England
by: Yuan, Zhipeng, et al.
Published: (2025)

KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models
by: Anand, Avinash, et al.
Published: (2024)

Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval
by: Yang, Ruiyi, et al.
Published: (2025)

AutoMathKG: The Automated Mathematical Knowledge Graph Based on LLM and Vector Database
by: Rong Bian, et al.
Published: (2025)

AdaGMLP: AdaBoosting GNN-to-MLP Knowledge Distillation
by: Lu, Weigang, et al.
Published: (2024)

PrimeKG-CL: A Continual Graph Learning Benchmark on Evolving Biomedical Knowledge Graphs
by: Radwan, Yousef A., et al.
Published: (2026)

LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing
by: Sun, Jiaqi, et al.
Published: (2025)

AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models
by: Zhang, Yongheng, et al.
Published: (2024)

MASP: Scalable GNN-based Planning for Multi-Agent Navigation
by: Yang, Xinyi, et al.
Published: (2023)

Explainable Knowledge Graph Retrieval-Augmented Generation (KG-RAG) with KG-SMILE
by: Moghaddam, Zahra Zehtabi Sabeti, et al.
Published: (2025)

HypKG: Hypergraph-based Knowledge Graph Contextualization for Precision Healthcare
by: Xie, Yuzhang, et al.
Published: (2025)

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA
by: Yuan, Xu, et al.
Published: (2025)

MPBMC: Multi-Property Bounded Model Checking with GNN-guided Clustering
by: Roy, Soumik Guha, et al.
Published: (2026)

KG-Reasoner: A Reinforced Model for End-to-End Multi-Hop Knowledge Graph Reasoning
by: Wang, Shuai, et al.
Published: (2026)

Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling
by: Wang, Lingzhi, et al.
Published: (2025)

Mechanism of Cd Passivation by Biochar in Contaminated Soil Is Influenced by Nitrogen Fertiliser Application
by: Tiangang Chen, et al.
Published: (2025)

UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling
by: Yu, Kai, et al.
Published: (2024)

RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration
by: Yu, Hong Qing, et al.
Published: (2025)

KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision
by: Wu, Rong, et al.
Published: (2025)

scDD: Latent Codes Based scRNA-seq Dataset Distillation with Foundation Model Knowledge
by: Yu, Zhen, et al.
Published: (2025)

Predicting Power-System Dynamic Trajectories with Foundation Models
by: Li, Haoran, et al.
Published: (2026)

GNN-based Passenger Request Prediction
by: Makhdomi, Aqsa Ashraf, et al.
Published: (2023)

Boosting Knowledge Graph Foundation Models via Enhanced Negative Sampling
by: Liu, Yinan, et al.
Published: (2026)

GNN for Structural Displacement Prediction
by: Chang, Hung-Fu, et al.
Published: (2026)

Can GNN be Good Adapter for LLMs?
by: Huang, Xuanwen, et al.
Published: (2024)

RecKG: Knowledge Graph for Recommender Systems
by: Kwon, Junhyuk, et al.
Published: (2025)

HYPER: A Foundation Model for Inductive Link Prediction with Knowledge Hypergraphs
by: Huang, Xingyue, et al.
Published: (2025)

Foundations of LLM Knowledge Materialization: Termination, Reproducibility, Robustness
by: Giordano, Luca, et al.
Published: (2025)

SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models
by: Zhang, Jiawei, et al.
Published: (2025)

THOR: Inductive Link Prediction over Hyper-Relational Knowledge Graphs
by: Yu, Weijian, et al.
Published: (2026)

KG-DF: A Black-box Defense Framework against Jailbreak Attacks Based on Knowledge Graphs
by: Liu, Shuyuan, et al.
Published: (2025)

Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning
by: Bhattacharjya, Debarun, et al.
Published: (2024)

Beyond Predefined Schemas: TRACE-KG for Context-Enriched Knowledge Graphs from Complex Documents
by: Abolhasani, Mohammad Sadeq, et al.
Published: (2026)

KG-BiLM: Knowledge Graph Embedding via Bidirectional Language Models
by: Chen, Zirui, et al.
Published: (2025)

KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models
by: Chen, Weijie, et al.
Published: (2024)

Directed Link Prediction using GNN with Local and Global Feature Fusion
by: Zhang, Yuyang, et al.
Published: (2025)

On the Power of Foundation Models
by: Yuan, Yang
Published: (2022)

SwinGNN: Rethinking Permutation Invariance in Diffusion Models for Graph Generation
by: Yan, Qi, et al.
Published: (2023)

Rationale-guided Prompting for Knowledge-based Visual Question Answering
by: Hu, Zhongjian, et al.
Published: (2024)

AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database
by: Bian, Rong, et al.
Published: (2025)