Fan Liu

OMOPredictor: An Online Multi-Step Operator Performance Prediction Framework in Distributed Streaming Processing

2019

Recently, with the development of distributed stream processing systems, the elastic resource scaling technique has been significantly improved. Many researchers focus on leveraging the approaches based on predicting the trend of data load to implement …

A Hierarchical Korean-Chinese Machine Translation Model Based on Sentence Structure Segmentation

2024

Machine translation attempts to understand the semantics of the original language and automatically translate text from one language to another. However, in traditional Sequence-to-Sequence (Seq2Seq) Korean-Chinese machine translation models, the performance in long sequence generation …

Making Large Vision Language Models to Be Good Few-Shot Learners

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Few-shot classification (FSC) is a fundamental yet challenging task in computer vision that involves recognizing novel classes from limited data. While previous methods have focused on enhancing visual features or incorporating additional modalities, Large Vision …

Interest-aware Message-Passing GCN for Recommendation

2021

Graph Convolution Networks (GCNs) manifest great potential in recommendation. This is attributed to their capability on learning good user and item embeddings by exploiting the collaborative signals from the high-order neighbors. Like other GCN models, …