Generalist Multimodal AI: A Review of Architectures, Challenges and
Opportunities

Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities

8 June 2024

Sameera Horawalavithana

Tegan H. Emerson

Sandra E Thompson

Papers citing "Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities"

14 / 14 papers shown

Title
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang D. Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 104 102 0 10 Jan 2025
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science Sai Munikoti Anurag Acharya S. Wagle Sameera Horawalavithana RALM 41 5 0 21 Nov 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 107 221 0 18 Sep 2023
An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models Yadong Lu Chunyuan Li Haotian Liu Jianwei Yang Jianfeng Gao Yelong Shen MLLM 97 31 0 18 Sep 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 203 883 0 27 Apr 2023
Foundation Models for Decision Making: Problems, Methods, and Opportunities Sherry Yang Ofir Nachum Yilun Du Jason W. Wei Pieter Abbeel Dale Schuurmans LM&Ro OffRL LRM AI4CE 87 148 0 07 Mar 2023
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis Yuxin Xiao Paul Pu Liang Umang Bhatt W. Neiswanger Ruslan Salakhutdinov Louis-Philippe Morency 167 86 0 10 Oct 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 58 83 0 24 Sep 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 233 341 0 22 Sep 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Yin Cui Boqing Gong ViT 231 573 0 22 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 161 3,799 0 14 Dec 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020