activity
20202025
most citedScalable Transformer for High Dimensional Multivariate Time Series Forecasting

18 citations · 34 across the 8 of their papers we have counts for

collaborators

8 papers

cs.AI2025

Unveiling the Potential of Text in High-Dimensional Time Series Forecasting

Xin Zhou, Weiqing Wang, Shilin Qu +2

Time series forecasting has traditionally focused on univariate and multivariate numerical data, often overlooking the benefits of incorporating multimodal information, particularl…

cs.IR2024

Scalable and Effective Negative Sample Generation for Hyperedge Prediction

Shilin Qu, Weiqing Wang, Yuan-Fang Li +2

Hyperedge prediction is crucial in hypergraph analysis for understanding complex multi-entity interactions in various web-based applications, including social networks and e-commer…

cs.CL2024

Scalable Frame-based Construction of Sociocultural NormBases for Socially-Aware Dialogues

Shilin Qu, Weiqing Wang, Xin Zhou +6

Sociocultural norms serve as guiding principles for personal conduct in social interactions, emphasizing respect, cooperation, and appropriate behavior, which is able to benefit ta…

cs.LG2024★ 18 cited

Scalable Transformer for High Dimensional Multivariate Time Series Forecasting

Xin Zhou, Weiqing Wang, Wray Buntine +4

Deep models for Multivariate Time Series (MTS) forecasting have recently demonstrated significant success. Channel-dependent models capture complex dependencies that channel-indepe…

cs.CL2024

RENOVI: A Benchmark Towards Remediating Norm Violations in Socio-Cultural Conversations

Haolan Zhan, Zhuang Li, Xiaoxi Kang +14

Norm violations occur when individuals fail to conform to culturally accepted behaviors, which may lead to potential conflicts. Remediating norm violations requires social awarenes…

cs.LG2023

Hypergraph Node Representation Learning with One-Stage Message Passing

Shilin Qu, Weiqing Wang, Yuan-Fang Li +2

Hypergraphs as an expressive and general structure have attracted considerable attention from various research domains. Most existing hypergraph node representation learning techni…

cs.CL2023

NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery

Farhad Moghimifar, Shilin Qu, Tongtong Wu +2

Norms, which are culturally accepted guidelines for behaviours, can be integrated into conversational models to generate utterances that are appropriate for the socio-cultural cont…

cs.IR2020★ 16 cited

CmnRec: Sequential Recommendations with Chunk-accelerated Memory Network

Shilin Qu, Fajie Yuan, Guibing Guo +2

Recently, Memory-based Neural Recommenders (MNR) have demonstrated superior predictive accuracy in the task of sequential recommendations, particularly for modeling long-term item…