Preface

Soyeon Caren Han, Rina Carines Cabral; Proceedings of AAAI 2026 Workshop on Bias in Multimodal AI, PMLR 332:i-ii

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Expert Collapse and Compositional Failure in Simple Multimodal MoE

Anthony Ticinovic, Caren Han; Proceedings of AAAI 2026 Workshop on Bias in Multimodal AI, PMLR 332:1-10

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Cultural Representation Bias and Alignment Divergence in Large Language Models

Tongtong Kan, Zhen He, Shuofeng Hu, Xiaomin Ying; Proceedings of AAAI 2026 Workshop on Bias in Multimodal AI, PMLR 332:11-14

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Annotator Risk Preference as a Catalyst for Systemic Bias in Multimodal AI

Shuofeng Hu, Zhen He, Tongtong Kan, Xiaomin Ying; Proceedings of AAAI 2026 Workshop on Bias in Multimodal AI, PMLR 332:15-18

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Physics-based phenomenological characterization of cross-modal bias in multimodal models

Hyeongmo Kim, Sohyun Kang, Yerin Choi, Seungyeon Ji, Junhyuk Woo, Hyunsuk Chung, Soyeon Caren Han, Kyungreem Han; Proceedings of AAAI 2026 Workshop on Bias in Multimodal AI, PMLR 332:19-32

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