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Yuyu Yin

3 accepted papers

2026

TopoDistill: Distilling Global System Topology for Causal Discovery in Multivariate Time Series

ICML 2026poster

Although causal discovery from multivariate time series is widely used, it remains challenging under noise. Convergent cross mapping (CCM) infers causality by reconstructing shadow manifolds via time-delay embedding (TDE) and evaluating cross-map skill between manifolds. Despite Takens’ theorem guar…

Cited by 0SourceScholar
2025

CoT4Rec: Revealing User Preferences Through Chain of Thought for Recommender Systems

AAAI 2025technical

Large Language Models (LLMs) offer groundbreaking advancements in recommender systems through superior text analysis and decision-making support. However, integrating LLMs into recommender systems still suffers from the problems of identifier uninterpretability and lack of transparency. To address…

2024

LLM-REDIAL: A Large-Scale Dataset for Conversational Recommender Systems Created from User Behaviors with LLMs

ACL 2024findings

The large-scale conversational recommendation dataset is pivotal for the development of conversational recommender systems (CRS). Most existing CRS datasets suffers from the problems of data inextensibility and semantic inconsistency. To tackle these limitations and establish a benchmark in the conv…

Cited by 7SourcePDFScholar