FACTS: First Amplify Correlations and Then Slice to Discover Bias

FACTS: First Amplify Correlations and Then Slice to Discover Bias

29 September 2023

Sriram Yenamandra

Papers citing "FACTS: First Amplify Correlations and Then Slice to Discover Bias"

14 / 14 papers shown

Title
On Large Multimodal Models as Open-World Image Classifiers Alessandro Conti Massimiliano Mancini Enrico Fini Yiming Wang Paolo Rota Elisa Ricci VLM Presented at ResearchTrend Connect \| VLM on 07 May 2025 89 0 0 27 Mar 2025
Subgroup Performance Analysis in Hidden Stratifications Alceu Bissoto Trung-Dung Hoang Tim Flühmann Susu Sun Christian F. Baumgartner Lisa M. Koch OOD 60 0 0 13 Mar 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Doaa Mahmud Hadeel Hajmohamed Shamma Almentheri Shamma Alqaydi Lameya Aldhaheri R. A. Khalil Nasir Saeed AI4TS 51 5 0 08 Jan 2025
Multi-View Incongruity Learning for Multimodal Sarcasm Detection Diandian Guo Cong Cao Fangfang Yuan Yanbing Liu Guangjie Zeng Xiaoyan Yu Hao Peng Philip S. Yu 78 1 0 01 Dec 2024
Distributionally robust self-supervised learning for tabular data Shantanu Ghosh Tiankang Xie Mikhail Kuznetsov OOD 29 1 0 11 Oct 2024
Visual Data Diagnosis and Debiasing with Concept Graphs Rwiddhi Chakraborty Yinong Wang Jialu Gao Runkai Zheng Cheng Zhang Fernando de la Torre 37 2 0 26 Sep 2024
Efficient Bias Mitigation Without Privileged Information Mateo Espinosa Zarlenga Swami Sankaranarayanan Jerone T. A. Andrews Z. Shams M. Jamnik Alice Xiang 42 3 0 26 Sep 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Boddeti 42 4 0 05 Aug 2024
LADDER: Language Driven Slice Discovery and Error Rectification Shantanu Ghosh Rayan Syed Chenyu Wang Clare B. Poynton Kayhan Batmanghelich 44 0 0 31 Jul 2024
ViG-Bias: Visually Grounded Bias Discovery and Mitigation Badr-Eddine Marani Mohamed Hanini Nihitha Malayarukil Stergios Christodoulidis Maria Vakalopoulou Enzo Ferrante 24 0 0 02 Jul 2024
Towards Real-world Debiasing: Rethinking Evaluation, Challenge, and Solution Peng Kuang Zhibo Wang Zhixuan Chu Jingyi Wang Kui Ren CML 29 2 0 24 May 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 39 36 0 20 Feb 2024
Language-assisted Vision Model Debugger: A Sample-Free Approach to Finding and Fixing Bugs Chaoquan Jiang Jinqiang Wang Rui Hu Jitao Sang 32 0 0 09 Dec 2023
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 163 25,296 0 09 Jun 2011