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Xinyu Guan

2 accepted papers

2025

Basket-Enhanced Heterogenous Hypergraph for Price-Sensitive Next Basket Recommendation

ICASSP 2025accepted

Next Basket Recommendation (NBR) is a new type of recommender system that predicts combinations of items users are likely to purchase together. Existing NBR models often overlook a crucial factor, which is price, and do not fully capture item-basket-user interactions. To address these limitations, w…

Cited by 0SourceScholar
2025

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

ICML 2025oral

We present rStar-Math to demonstrate that small language models (SLMs) can rival or even surpass the math reasoning capability of OpenAI o1, without distillation from superior models. rStar-Math achieves this by exercising ``deep thinking'' through Monte Carlo Tree Search (MCTS), where a math polic…