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Guangyu Yang

4 accepted papers

2026

Tensorized Label Learning via Balanced Tensor Regression

AAAI 2026technical

The multi-view clustering methods based on tensor regression can make full use of the potential structural information between views and achieve data-level fusion. However, existing tensor regression-based approaches for anchor graph often overlook the probabilistic nature of anchor graph, focusing

Cited by 0SourcePDFScholar
2025

On Extending Direct Preference Optimization to Accommodate Ties

NeurIPS 2025poster

We derive and investigate two DPO variants that explicitly model the possibility of declaring a tie in pair-wise comparisons. We replace the Bradley-Terry model in DPO with two well-known modeling extensions, by Rao and Kupper and by Davidson, that assign probability to ties as alternatives to clear…

Cited by 0SourceScholar
2025

Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection

EMNLP 2025

Hateful memes have become a significant concern on the Internet, necessitating robust automated detection systems. While Large Multimodal Models (LMMs) have shown promise in hateful meme detection, they face notable challenges like sub-optimal performance and limited out-of-domain generalization cap

2024

Direct Preference Optimization for Neural Machine Translation with Minimum Bayes Risk Decoding

NAACL 2024short

Minimum Bayes Risk (MBR) decoding can significantly improve translation performance of Multilingual Large Language Models (MLLMs). However, MBR decoding is computationally expensive. We show how the recently developed Reinforcement Learning technique, Direct Preference Optimization (DPO), can fine-t…