Molecular Graph Representation Learning Integrating Large Language
Models with Domain-specific Small Models

Molecular Graph Representation Learning Integrating Large Language Models with Domain-specific Small Models

19 August 2024

Papers citing "Molecular Graph Representation Learning Integrating Large Language Models with Domain-specific Small Models"

15 / 15 papers shown

Title
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 90 160 0 05 Dec 2023
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Shengyin Sun Yuxiang Ren Chen Ma Xuecang Zhang 185 21 0 24 Nov 2023
GPT-MolBERTa: GPT Molecular Features Language Model for molecular property prediction Suryanarayanan Balaji Rishikesh Magar Yayati Jadhav and Amir Barati Farimani 82 15 0 20 Sep 2023
Pre-training via Denoising for Molecular Property Prediction Sheheryar Zaidi Michael Schaarschmidt James Martens Hyunjik Kim Yee Whye Teh Alvaro Sanchez-Gonzalez Peter W. Battaglia Razvan Pascanu Jonathan Godwin DiffM AI4CE 92 127 0 31 May 2022
Molecular Contrastive Learning with Chemical Element Knowledge Graph Yin Fang Qiang Zhang Haihong Yang Xiang Zhuang Shumin Deng Wen Zhang Minghai Qin Zhuo Chen Xiaohui Fan Huajun Chen 62 111 0 01 Dec 2021
Pre-training Molecular Graph Representation with 3D Geometry Shengchao Liu Hanchen Wang Weiyang Liu Joan Lasenby Hongyu Guo Jian Tang 172 317 0 07 Oct 2021
Chemical-Reaction-Aware Molecule Representation Learning Hongwei Wang Weijian Li Xiaomeng Jin Kyunghyun Cho Heng Ji Jiawei Han Martin D. Burke 144 60 0 21 Sep 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 925 29,436 0 26 Feb 2021
Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection Yuxiang Ren Bo Wang Jiawei Zhang Yi-Ju Chang GNN 43 56 0 27 Jan 2021
Directional Message Passing for Molecular Graphs Johannes Klicpera Janek Groß Stephan Günnemann 122 875 0 06 Mar 2020
Strategies for Pre-training Graph Neural Networks Weihua Hu Bowen Liu Joseph Gomes Marinka Zitnik Percy Liang Vijay S. Pande J. Leskovec SSL AI4CE 116 1,404 0 29 May 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,517 0 20 Dec 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 240 7,653 0 01 Oct 2018
MoleculeNet: A Benchmark for Molecular Machine Learning Zhenqin Wu Bharath Ramsundar Evan N. Feinberg Joseph Gomes C. Geniesse Aneesh S. Pappu K. Leswing Vijay S. Pande OOD 335 1,827 0 02 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 629 29,051 0 09 Sep 2016

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