Title
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 96 14 0 03 Dec 2024
Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP Eunji Kim Kyuhong Shim Simyung Chang Sungroh Yoon CLIP 25 0 0 11 Oct 2024
Rethinking Sparse Lexical Representations for Image Retrieval in the Age of Rising Multi-Modal Large Language Models K. Nakata Daisuke Miyashita Youyang Ng Yasuto Hoshi J. Deguchi 29 0 0 29 Aug 2024
Unified Lexical Representation for Interpretable Visual-Language Alignment Yifan Li Yikai Wang Yanwei Fu Dongyu Ru Zheng-Wei Zhang Tong He VLM 27 3 0 25 Jul 2024
Multimodal Learned Sparse Retrieval with Probabilistic Expansion Control Thong Nguyen Mariya Hendriksen Andrew Yates Maarten de Rijke 40 7 0 27 Feb 2024
Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) Usha Bhalla Alexander X. Oesterling Suraj Srinivas Flavio du Pin Calmon Himabindu Lakkaraju 34 35 0 16 Feb 2024
MOFI: Learning Image Representations from Noisy Entity Annotated Images Wentao Wu Aleksei Timofeev Chen Chen Bowen Zhang Kun Duan ... Yantao Zheng Jonathon Shlens Xianzhi Du Zhe Gan Yinfei Yang VLM 18 7 0 13 Jun 2023
Less is More: Removing Text-regions Improves CLIP Training Efficiency and Robustness Liangliang Cao Bowen Zhang Chen Chen Yinfei Yang Xianzhi Du Wen‐Cheng Zhang Zhiyun Lu Yantao Zheng CLIP VLM 19 15 0 08 May 2023
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant 194 186 0 21 Sep 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 1,081 0 17 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 293 3,689 0 11 Feb 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,672 0 28 Feb 2017