CAMA: Enhancing Multimodal In-Context Learning with Context-Aware Modulated Attention

CAMA: Enhancing Multimodal In-Context Learning with Context-Aware Modulated Attention

21 May 2025

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Papers citing "CAMA: Enhancing Multimodal In-Context Learning with Context-Aware Modulated Attention"

13 / 13 papers shown

Title
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 126 2 0 05 Mar 2025
In-Context Example Ordering Guided by Label Distributions Zhichao Xu Daniel Cohen Bei Wang Vivek Srikumar 54 8 0 18 Feb 2024
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Y. Zou 94 115 0 11 Nov 2023
Unified Demonstration Retriever for In-Context Learning Xiaonan Li Kai Lv Hang Yan Tianya Lin Wei-wei Zhu Yuan Ni Guotong Xie Xiaoling Wang Xipeng Qiu RALM VPVLM 75 141 0 07 May 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 288 955 0 27 Apr 2023
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering Zhiyong Wu Yaoxiang Wang Jiacheng Ye Lingpeng Kong 86 138 0 20 Dec 2022
An Explanation of In-context Learning as Implicit Bayesian Inference Sang Michael Xie Aditi Raghunathan Percy Liang Tengyu Ma ReLM BDL VPVLM LRM 213 763 0 03 Nov 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 390 1,389 0 17 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 404 1,972 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 865 42,379 0 28 May 2020
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 111 1,253 0 18 Apr 2019
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 111 861 0 22 Feb 2018
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 347 3,270 0 02 Dec 2016