Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning

Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning

9 February 2024

Anton Van Den Hengel

Anton van den Hengel

Javen Qinfeng Shi

Javen Qinfeng Shi

Papers citing "Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning"

9 / 9 papers shown

Title
On the Value of Cross-Modal Misalignment in Multimodal Representation Learning Yichao Cai Yuhang Liu Erdun Gao Tianjiao Jiang Zhen Zhang Anton van den Hengel Javen Qinfeng Shi 62 0 0 14 Apr 2025
I Predict Therefore I Am: Is Next Token Prediction Enough to Learn Human-Interpretable Concepts from Data? Yuhang Liu Dong Gong Erdun Gao Zhen Zhang Zhen Zhang Biwei Huang Anton van den Hengel Javen Qinfeng Shi Javen Qinfeng Shi 157 0 0 12 Mar 2025
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 101 15 0 03 Dec 2024
Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment Chenhang Cui An Zhang Yiyang Zhou Zhaorun Chen Gelei Deng Huaxiu Yao Tat-Seng Chua 70 4 0 18 Oct 2024
Causal Contrastive Learning for Counterfactual Regression Over Time Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML AI4TS 38 2 0 01 Jun 2024
Calibrated Self-Rewarding Vision Language Models Yiyang Zhou Zhiyuan Fan Dongjie Cheng Sihan Yang Zhaorun Chen Chenhang Cui Xiyao Wang Yun-Qing Li Linjun Zhang Huaxiu Yao VLM 79 26 0 23 May 2024
Pre-trained Adversarial Perturbations Y. Ban Yinpeng Dong AAML 62 22 0 07 Oct 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 336 2,267 0 02 Sep 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 238 207 0 17 Feb 2021