Author

Shuyuan Zheng

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#computer vision Jun 2026

Mechanistic Diagnostics of Spatial Lexical Bias in Multimodal Large Language Model Spatial Reasoning

It is shown that a lightweight LLM-only DPO update on tiny single-object-pair synthetic data mitigates the bias, lifting four-way robust accuracy by up to 100 points on synthetic data, and by 68.1 points on broader evaluation datasets WhatsUp, SpatialMQA-Direct, and VSR.

Chuan Ma, Qianying Liu, Tomoyuki Obuchi et al. · arXiv.org · 0 citations

2025

Language-Bias-Resilient Visual Question Answering via Adaptive Multi-Margin Collaborative Debiasing

A novel Multi-Margin Collaborative Debiasing (MMCD) framework is proposed, which adaptively integrates frequency-aware, confidence-aware, and difficulty-aware angular margins with a dynamic, difficulty-aware contrastive learning mechanism to reshape decision boundaries under biased training conditions.

Huanjia Zhu, Shuyuan Zheng, Yishu Liu et al. · Neural Information Processin... · 2 citations