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Ruidong Wu

3 accepted papers

2024

DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving

NeurIPS 2024poster

Solving mathematical problems requires advanced reasoning abilities and presents notable challenges for large language models. Previous works usually synthesize data from proprietary models to augment existing datasets, followed by instruction tuning to achieve top-tier results. However, our analysi…

2024

Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework

NeurIPS 2024poster

Predicting the effects of protein mutations is crucial for analyzing protein functions and understanding genetic diseases. However, existing models struggle to effectively extract mutation-related local structure motifs from protein databases, which hinders their predictive accuracy and robustness.…

Cited by 1SourcePDFScholar
2024

FAFE: Immune Complex Modeling with Geodesic Distance Loss on Noisy Group Frames

ICML 2024spotlight

Despite the striking success of general protein folding models such as AlphaFold2 (AF2), the accurate computational modeling of antibody-antigen complexes remains a challenging task. In this paper, we first analyze AF2's primary loss function, known as the Frame Aligned Point Error (FAPE), and raise…

Cited by 1SourcePDFScholar