Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning

24 March 2025

Papers citing "Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning"

28 / 28 papers shown

Title
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Jiazuo Yu Yunzhi Zhuge Lu Zhang Ping Hu Dong Wang Huchuan Lu You He VLM KELM CLL OODD 149 81 0 18 Mar 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 63 42 0 11 Feb 2024
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 181 30 0 13 Sep 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 110 42 0 30 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 81 289 0 16 May 2023
Empowering Language Models with Knowledge Graph Reasoning for Question Answering Ziniu Hu Yichong Xu Wenhao Yu Shuohang Wang Ziyi Yang Chenguang Zhu Kai-Wei Chang Yizhou Sun KELM RALM LRM 59 26 0 15 Nov 2022
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 146 49 0 06 Oct 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 110 488 0 10 Apr 2022
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering Xikun Zhang Antoine Bosselut Michihiro Yasunaga Hongyu Ren Percy Liang Christopher D. Manning J. Leskovec ReLM AI4MH LRM 59 229 0 21 Jan 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 94 773 0 16 Dec 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 86 294 0 07 Apr 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 871 29,372 0 26 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 443 3,839 0 11 Feb 2021
CSKG: The CommonSense Knowledge Graph Filip Ilievski Pedro A. Szekely Bin Zhang 78 89 0 21 Dec 2020
Class-incremental learning: survey and performance evaluation on image classification Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 77 686 0 28 Oct 2020
Zero-Shot Learning with Common Sense Knowledge Graphs Nihal V. Nayak Stephen H. Bach VLM 83 37 0 18 Jun 2020
Few-Shot Class-Incremental Learning Xiaoyu Tao Xiaopeng Hong Xinyuan Chang Songlin Dong Xing Wei Yihong Gong CLL 88 410 0 23 Apr 2020
Semantic Drift Compensation for Class-Incremental Learning Lu Yu Bartlomiej Twardowski Xialei Liu Luis Herranz Kai Wang Yongmei Cheng Shangling Jui Joost van de Weijer CLL 84 342 0 01 Apr 2020
Maintaining Discrimination and Fairness in Class Incremental Learning Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 119 427 0 16 Nov 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 568 2,664 0 03 Sep 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 93 1,256 0 30 May 2019
MMKG: Multi-Modal Knowledge Graphs Ye Liu Hui Li Alberto García-Durán Mathias Niepert Daniel Oñoro-Rubio David S. Rosenblum 59 203 0 13 Mar 2019
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 85 1,157 0 25 Jul 2018
Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence Arslan Chaudhry P. Dokania Thalaiyasingam Ajanthan Philip Torr CLL 97 1,139 0 30 Jan 2018
Memory Aware Synapses: Learning what (not) to forget Rahaf Aljundi F. Babiloni Mohamed Elhoseiny Marcus Rohrbach Tinne Tuytelaars KELM CLL 83 1,632 0 27 Nov 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 352 7,498 0 02 Dec 2016
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 137 3,754 0 23 Nov 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 290 4,402 0 29 Jun 2016