Many-Shot In-Context Learning in Multimodal Foundation Models

Many-Shot In-Context Learning in Multimodal Foundation Models

16 May 2024

Muhammad Ahmed Chaudhry

Jonathan H. Chen

Papers citing "Many-Shot In-Context Learning in Multimodal Foundation Models"

11 / 11 papers shown

Title
Retrieval-augmented in-context learning for multimodal large language models in disease classification Zaifu Zhan Shuang Zhou Xiaoshan Zhou Yongkang Xiao J. Wang Jiawen Deng He Zhu Yu Hou Rui Zhang 44 0 0 04 May 2025
Zoomer: Adaptive Image Focus Optimization for Black-box MLLM Jiaxu Qian Chendong Wang Y. Yang Chaoyun Zhang Huiqiang Jiang ... Saravan Rajmohan Dongmei Zhang Y. Yang Qi Zhang Lili Qiu VLM 81 0 0 30 Apr 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 69 0 0 03 Apr 2025
Vector-ICL: In-context Learning with Continuous Vector Representations Yufan Zhuang Chandan Singh Liyuan Liu Jingbo Shang Jianfeng Gao 52 3 0 21 Feb 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 73 5 0 18 Jan 2025
Spatial Information Integration in Small Language Models for Document Layout Generation and Classification Pablo Melendez Clemens Havas 34 0 0 09 Jan 2025
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 88 7 0 09 Nov 2024
In-context Learning in Presence of Spurious Correlations Hrayr Harutyunyan R. Darbinyan Samvel Karapetyan Hrant Khachatrian LRM 46 1 0 04 Oct 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 37 3 0 25 Mar 2024
CollagePrompt: A Benchmark for Budget-Friendly Visual Recognition with GPT-4V Siyu Xu Yunke Wang Daochang Liu Chang Xu Chang Xu 37 3 0 18 Mar 2024
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 63 73 0 24 Jan 2022