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