MM-SpuBench: Towards Better Understanding of Spurious Biases in
Multimodal LLMs

MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs

24 June 2024

Wenqian Ye

Guangtao Zheng

Aidong Zhang

Papers citing "MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs"

15 / 15 papers shown

Title
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 125 6 0 30 Nov 2024
Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs Shengbang Tong Zhuang Liu Yuexiang Zhai Yi-An Ma Yann LeCun Saining Xie VLM MLLM 54 302 0 11 Jan 2024
OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation Qidong Huang Xiao-wen Dong Pan Zhang Bin Wang Conghui He Jiaqi Wang Dahua Lin Weiming Zhang Neng H. Yu MLLM 84 189 0 29 Nov 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 117 1,709 0 28 Sep 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 215 13,788 0 15 Mar 2023
Change is Hard: A Closer Look at Subpopulation Shift Yuzhe Yang Haoran Zhang Dina Katabi Marzyeh Ghassemi OOD 18 99 0 23 Feb 2023
Just Train Twice: Improving Group Robustness without Training Group Information Emmy Liu Behzad Haghgoo Annie S. Chen Aditi Raghunathan Pang Wei Koh Shiori Sagawa Percy Liang Chelsea Finn OOD 51 549 0 19 Jul 2021
Finding and Fixing Spurious Patterns with Explanations Gregory Plumb Marco Tulio Ribeiro Ameet Talwalkar 51 41 0 03 Jun 2021
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 215 1,715 0 29 Jun 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 120 2,023 0 16 Apr 2020
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 41 463 0 09 Sep 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt D. Song OODD 153 1,454 0 16 Jul 2019
Learning Robust Global Representations by Penalizing Local Predictive Power Haohan Wang Songwei Ge Eric Xing Zachary Chase Lipton OOD 62 944 0 29 May 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 29 1,174 0 18 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 56 3,399 0 28 Mar 2019

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