Improving Multimodal Large Language Models Using Continual Learning

Improving Multimodal Large Language Models Using Continual Learning

25 October 2024

Shikhar Srivastava

Md Yousuf Harun

Christopher Kanan

Papers citing "Improving Multimodal Large Language Models Using Continual Learning"

10 / 10 papers shown

Title
An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning Yun Luo Zhen Yang Fandong Meng Yafu Li Jie Zhou Yue Zhang CLL KELM 121 297 0 17 Aug 2023
Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models Gen Luo Yiyi Zhou Tianhe Ren Shen Chen Xiaoshuai Sun Rongrong Ji VLM MLLM 65 93 0 24 May 2023
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin E. Azarnasab Faisal Ahmed Zicheng Liu Ce Liu Michael Zeng Lijuan Wang ReLM KELM LRM 66 379 0 20 Mar 2023
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 300 3,458 0 29 Apr 2022
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
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 399 2,051 0 31 Dec 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 544 41,106 0 28 May 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 312 42,038 0 03 Dec 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 57 1,174 0 18 Apr 2019
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 309 3,187 0 02 Dec 2016