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Gengyu Lin

2 accepted papers

2024

LeRet: Language-Empowered Retentive Network for Time Series Forecasting

IJCAI 2024poster

Time series forecasting (TSF) plays a pivotal role in many real-world applications. Recently, the utilization of Large Language Models (LLM) in TSF has demonstrated exceptional predictive performance, surpassing most task-specific forecasting models. The success of LLM-based forecasting methods unde…

2023

GReTo: Remedying dynamic graph topology-task discordance via target homophily

ICLR 2023poster

Dynamic graphs are ubiquitous across disciplines where observations usually change over time. Regressions on dynamic graphs often contribute to diverse critical tasks, such as climate early-warning and traffic controlling. Existing homophily Graph Neural Networks (GNNs) adopt physical connections or…

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