GOFA: A Generative One-For-All Model for Joint Graph Language Modeling

12 July 2024

Papers citing "GOFA: A Generative One-For-All Model for Joint Graph Language Modeling"

50 / 59 papers shown

Title
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning Xiaojun Guo Ang Li Yifei Wang Stefanie Jegelka Yisen Wang OffRL ReLM LRM 64 0 0 24 May 2025
When LLMs meet open-world graph learning: a new perspective for unlabeled data uncertainty Yanzhe Wen Miao Hu Qi Zhang Zhu Lei Guang Zeng Rong-Hua Li Guoren Wang 103 0 0 20 May 2025
OpenGraph: Towards Open Graph Foundation Models Lianghao Xia Ben Kao Chao Huang AI4CE 83 38 0 02 Mar 2024
HiGPT: Heterogeneous Graph Language Model Jiabin Tang Yuhao Yang Wei Wei Lei Shi Long Xia Dawei Yin Chao Huang 87 22 0 25 Feb 2024
Can GNN be Good Adapter for LLMs? Xuanwen Huang Kaiqiao Han Yang Yang Dezheng Bao Quanjin Tao Ziwei Chai Qi Zhu AI4CE 54 41 0 20 Feb 2024
ZeroG: Investigating Cross-dataset Zero-shot Transferability in Graphs Yuhan Li Peisong Wang Zhixun Li Jeffrey Xu Yu Jia Li 52 41 0 17 Feb 2024
LLaGA: Large Language and Graph Assistant Runjin Chen Tong Zhao Ajay Jaiswal Neil Shah Zhangyang Wang 57 61 0 13 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 128 79 0 12 Feb 2024
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended Tasks Mengmei Zhang Mingwei Sun Peng Wang Shen Fan Yanhu Mo Xiaoxiao Xu Hong Liu Cheng Yang Chuan Shi 56 39 0 11 Feb 2024
Graph Language Models Moritz Plenz Anette Frank KELM AI4CE 60 7 0 13 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 79 149 0 05 Dec 2023
Sequential Modeling Enables Scalable Learning for Large Vision Models Yutong Bai Xinyang Geng K. Mangalam Amir Bar Alan Yuille Trevor Darrell Jitendra Malik Alexei A. Efros MLLM VLM 64 158 0 01 Dec 2023
Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs Xingtong Yu Zhenghao Liu Yuan Fang Zemin Liu Sihong Chen Xinming Zhang 79 28 0 26 Nov 2023
MAG-GNN: Reinforcement Learning Boosted Graph Neural Network Lecheng Kong Jiarui Feng Hao Liu Dacheng Tao Yixin Chen Muhan Zhang AI4CE 47 11 0 29 Oct 2023
Towards Foundation Models for Knowledge Graph Reasoning Mikhail Galkin Xinyu Yuan Hesham Mostafa Jian Tang Zhaocheng Zhu VLM ReLM 49 38 0 06 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 49 102 0 06 Oct 2023
One for All: Towards Training One Graph Model for All Classification Tasks Hao Liu Jiarui Feng Lecheng Kong Ningyue Liang Dacheng Tao Yixin Chen Muhan Zhang AI4CE 55 120 0 29 Sep 2023
Graph Meets LLMs: Towards Large Graph Models Ziwei Zhang Haoyang Li Zeyang Zhang Yi Qin Xin Eric Wang Wenwu Zhu AI4CE 27 22 0 28 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 93 156 0 14 Aug 2023
In-context Autoencoder for Context Compression in a Large Language Model Tao Ge Jing Hu Lei Wang Xun Wang Si-Qing Chen Furu Wei RALM 66 70 0 13 Jul 2023
All in One: Multi-task Prompting for Graph Neural Networks Xiangguo Sun Hongtao Cheng Jia Li Bo Liu Jihong Guan LLMAG AI4CE 64 137 0 04 Jul 2023
Extending the Design Space of Graph Neural Networks by Rethinking Folklore Weisfeiler-Lehman Jiarui Feng Lecheng Kong Hao Liu Dacheng Tao Fuhai Li Muhan Zhang Yixin Chen 82 10 0 05 Jun 2023
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Hang Zhang Xin Li Lidong Bing MLLM 124 1,006 0 05 Jun 2023
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning Xiaoxin He Xavier Bresson T. Laurent Adam Perold Yann LeCun Bryan Hooi 74 78 0 31 May 2023
GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning Haiteng Zhao Shengchao Liu Chang Ma Hannan Xu Jie Fu Zhihong Deng Lingpeng Kong Qi Liu 49 62 0 28 May 2023
Enhancing Chat Language Models by Scaling High-quality Instructional Conversations Ning Ding Yulin Chen Bokai Xu Yujia Qin Zhi Zheng Shengding Hu Zhiyuan Liu Maosong Sun Bowen Zhou ALM 91 511 0 23 May 2023
PRODIGY: Enabling In-context Learning Over Graphs Qian Huang Hongyu Ren Peng Chen Gregor Krvzmanc D. Zeng Percy Liang J. Leskovec 85 71 0 21 May 2023
GraphMAE2: A Decoding-Enhanced Masked Self-Supervised Graph Learner Zhenyu Hou Yufei He Yukuo Cen Xiao Liu Yuxiao Dong Evgeny Kharlamov Jie Tang SSL 42 110 0 10 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 302 7,047 0 05 Apr 2023
GraphPrompt: Unifying Pre-Training and Downstream Tasks for Graph Neural Networks Zemin Liu Xingtong Yu Yuan Fang Xinming Zhang LLMAG AI4CE 69 139 0 16 Feb 2023
A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests Bohang Zhang Guhao Feng Yiheng Du Di He Liwei Wang 21 56 0 14 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 391 4,465 0 30 Jan 2023
Rethinking the Expressive Power of GNNs via Graph Biconnectivity Bohang Zhang Shengjie Luo Liwei Wang Di He 29 121 0 23 Jan 2023
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 95 754 0 16 Nov 2022
Boosting the Cycle Counting Power of Graph Neural Networks with I $^2$ -GNNs Yinan Huang Xingang Peng Jianzhu Ma Muhan Zhang 103 48 0 22 Oct 2022
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Fuchun Sun Dazhao Du Zhao-Qing Yang Yujie Zhou Jiangmeng Li Anyi Rao Haoran Sun Zhiwu Lu Ji-Rong Wen 108 111 0 12 Sep 2022
Task-Adaptive Few-shot Node Classification Song Wang Kaize Ding Chuxu Zhang Chen Chen Jundong Li OffRL 70 49 0 23 Jun 2022
How Powerful are K-hop Message Passing Graph Neural Networks Jiarui Feng Yixin Chen Fuhai Li Anindya Sarkar Muhan Zhang 33 100 0 26 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 302 3,458 0 29 Apr 2022
Nested Graph Neural Networks Muhan Zhang Pan Li 66 166 0 25 Oct 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 312 10,099 0 17 Jun 2021
GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph Junhan Yang Zheng Liu Shitao Xiao Chaozhuo Li Defu Lian Sanjay Agrawal Amit Singh Guangzhong Sun Xing Xie AI4CE 31 153 0 06 May 2021
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Weihua Hu Matthias Fey Hongyu Ren Maho Nakata Yuxiao Dong J. Leskovec AI4CE 57 403 0 17 Mar 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 72 555 0 27 Feb 2021
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Muhan Zhang Pan Li Yinglong Xia Kai Wang Long Jin 57 188 0 30 Oct 2020
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Yunsheng Shi Zhengjie Huang Shikun Feng Hui Zhong Wenjin Wang Yu Sun AI4CE 65 770 0 08 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 546 41,106 0 28 May 2020
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models Samyam Rajbhandari Jeff Rasley Olatunji Ruwase Yuxiong He ALM AI4CE 77 852 0 04 Oct 2019
Graph Transfer Learning via Adversarial Domain Adaptation with Graph Convolution Quanyu Dai Xiao-Ming Wu Jiaren Xiao Xiao Shen Dan Wang OOD 50 90 0 04 Sep 2019
Universal Invariant and Equivariant Graph Neural Networks Nicolas Keriven Gabriel Peyré 136 290 0 13 May 2019