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Liang Yan

4 accepted papers

2025

Component-wise Self-Correction Network for Human Motion Prediction

ICASSP 2025accepted

Human motion prediction is a fundamental task in human-robot interaction and self-driving. Many existing human motion prediction methods use one encoder to embed the historical human poses and one decoder to predict future motion poses. We believe that it is possible to estimate the deviation of the…

Cited by 0SourceScholar
2025

DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation

NAACL 2025findings

Synthetic data has recently proven effective in enhancing the accuracy of Text-to-SQL parsers. However, existing methods generate SQL queries first by randomly sampling tables and columns based on probability and then synthesize natural language questions (NLQs). This approach often produces a large…

Cited by 0SourcePDFScholar
2025

Geometric Imbalance in Semi-Supervised Node Classification

NeurIPS 2025poster

Class imbalance in graph data presents a significant challenge for effective node classification, particularly in semi-supervised scenarios. In this work, we formally introduce the concept of geometric imbalance, which captures how message passing on class-imbalanced graphs leads to geometric ambigu…

Cited by 0SourceScholar