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Shouqing Yang

2 accepted papers

2025

Harnessing Feature Resonance under Arbitrary Target Alignment for Out-of-Distribution Node Detection

NeurIPS 2025poster

Out-of-distribution (OOD) node detection in graphs is a critical yet challenging task. Most existing approaches rely heavily on fine-grained labeled data to obtain a pre-trained supervised classifier, inherently assuming the existence of a well-defined pretext classification task. However, when such…

Cited by 0SourceScholar
2025

LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization

EMNLP 2025

Large language models (LLMs) have demonstrated impressive capabilities in reasoning with the emergence of reasoning models like OpenAI-o1 and DeepSeek-R1. Recent research focuses on integrating reasoning capabilities into the realm of retrieval-augmented generation (RAG) via outcome-supervised reinf