Relational Deep Learning: Graph Representation Learning on Relational Databases

7 December 2023

Papers citing "Relational Deep Learning: Graph Representation Learning on Relational Databases"

25 / 25 papers shown

Title
Griffin: Towards a Graph-Centric Relational Database Foundation Model Yanbo Wang Xiyuan Wang Quan Gan Minjie Wang Qibin Yang David Wipf Muhan Zhang 112 0 0 08 May 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 50 0 0 02 Apr 2025
RelGNN: Composite Message Passing for Relational Deep Learning Tianlang Chen Charilaos I. Kanatsoulis Jure Leskovec GNN AI4CE 54 2 0 10 Feb 2025
GraphAgent: Agentic Graph Language Assistant Yuhao Yang J. Tang Lianghao Xia Xingchen Zou Keli Zhang Chao Huang LM&Ro 93 1 0 22 Dec 2024
ContextGNN: Beyond Two-Tower Recommendation Systems Yiwen Yuan Zecheng Zhang Xinwei He Akihiro Nitta Weihua Hu ... Blaž Stojanovič Alan Krumholz J. E. Lenssen J. Leskovec Matthias Fey 62 5 0 29 Nov 2024
Tackling prediction tasks in relational databases with LLMs Marek Wydmuch Łukasz Borchmann Filip Graliñski 74 2 0 18 Nov 2024
Graph Neural Networks on Graph Databases Dmytro Lopushanskyy Borun Shi GNN 76 0 0 18 Nov 2024
Benchmarking the Fidelity and Utility of Synthetic Relational Data Valter Hudovernik Martin Jurkovič Erik Štrumbelj 46 2 0 04 Oct 2024
GraphRouter: A Graph-based Router for LLM Selections Tao Feng Yanzhen Shen Jiaxuan You 88 10 0 04 Oct 2024
TabGraphs: A Benchmark and Strong Baselines for Learning on Graphs with Tabular Node Features Gleb Bazhenov Oleg Platonov Liudmila Prokhorenkova LMTD 26 1 0 22 Sep 2024
AnyGraph: Graph Foundation Model in the Wild Lianghao Xia Chao Huang OOD 42 11 0 20 Aug 2024
rLLM: Relational Table Learning with LLMs Weichen Li Xiaotong Huang Jianwu Zheng Zheng Wang Chaokun Wang Li Pan Jianhua Li LMTD 37 2 0 29 Jul 2024
RelBench: A Benchmark for Deep Learning on Relational Databases Joshua Robinson Rishabh Ranjan Weihua Hu Kexin Huang Jiaqi Han ... J. E. Lenssen Yiwen Yuan Zecheng Zhang Xinwei He J. Leskovec 43 11 0 29 Jul 2024
Database-Augmented Query Representation for Information Retrieval Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park 42 2 0 23 Jun 2024
Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective Yang Chen Cong Fang Zhouchen Lin Bing Liu 36 0 0 17 Jun 2024
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata MoE AI4CE 36 2 0 02 Jun 2024
4DBInfer: A 4D Benchmarking Toolbox for Graph-Centric Predictive Modeling on Relational DBs Minjie Wang Quan Gan David Wipf Zhenkun Cai Ning Li ... Chuan Lei Mu-Nan Zhang Weinan Zhang Christos Faloutsos Zheng-Wei Zhang 46 3 0 28 Apr 2024
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning Weihua Hu Yiwen Yuan Zecheng Zhang Akihiro Nitta Kaidi Cao Vid Kocijan J. Leskovec Matthias Fey LMTD 39 11 0 31 Mar 2024
Towards Graph Foundation Models for Personalization Andreas Damianou Francesco Fabbri Paul Gigioli Marco De Nadai Alice Wang Enrico Palumbo M. Lalmas AI4CE 37 8 0 12 Mar 2024
CARTE: Pretraining and Transfer for Tabular Learning Myung Jun Kim Léo Grinsztajn Gaël Varoquaux LMTD 62 13 0 26 Feb 2024
LiGNN: Graph Neural Networks at LinkedIn Fedor Borisyuk Shihai He Yunbo Ouyang Morteza Ramezani Peng Du ... David Stein Baolei Li Haichao Wei Amol Ghoting Souvik Ghosh GNN 32 11 0 17 Feb 2024
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions Cheng-Te Li Yu-Che Tsai Chih-Yao Chen Jay Chiehen Liao LMTD AI4CE 33 7 0 04 Jan 2024
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar Karnin ViT LMTD 157 420 0 11 Dec 2020
Heterogeneous Graph Transformer Ziniu Hu Yuxiao Dong Kuansan Wang Yizhou Sun 185 1,170 0 03 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,217 0 01 Sep 2014