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Huu-Thien Tran

2 accepted papers

2026

$\phi$-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models

CVPR 2026

Fairness in Continual Learning for Large Multimodal Models (LMMs) is an emerging yet underexplored challenge, particularly in the presence of imbalanced data distributions that can lead to biased model updates and suboptimal performance across tasks. While recent continual learning studies have made

Cited by 0SourceScholar
2025

Directed-Tokens: A Robust Multi-Modality Alignment Approach to Large Language-Vision Models

NeurIPS 2025poster

Large multimodal models (LMMs) have gained impressive performance due to their outstanding capability in various understanding tasks. However, these models still suffer from some fundamental limitations related to robustness and generalization due to the alignment and correlation between visual and…

Cited by 0SourceScholar