activity
20172024
most citedLinRec: Linear Attention Mechanism for Long-term Sequential Recommender Systems

86 citations · 135 across the 7 of their papers we have counts for

collaborators

13 papers

cs.IR2024★ 86 cited

LinRec: Linear Attention Mechanism for Long-term Sequential Recommender Systems

Langming Liu, Xiangyu Zhao, Chi Zhang +7

Transformer models have achieved remarkable success in sequential recommender systems (SRSs). However, computing the attention matrix in traditional dot-product attention mechanism…

cs.LG2024

Towards Robust Knowledge Tracing Models via k-Sparse Attention

Shuyan Huang, Zitao Liu, Xiangyu Zhao +2

Knowledge tracing (KT) is the problem of predicting students' future performance based on their historical interaction sequences. With the advanced capability of capturing contextu…

cs.LG2023

MLPST: MLP is All You Need for Spatio-Temporal Prediction

Zijian Zhang, Ze Huang, Zhiwei Hu +6

Traffic prediction is a typical spatio-temporal data mining task and has great significance to the public transportation system. Considering the demand for its grand application, w…

cs.AI2023★ 24 cited

Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting

Qian Ma, Zijian Zhang, Xiangyu Zhao +5

With the acceleration of urbanization, traffic forecasting has become an essential role in smart city construction. In the context of spatio-temporal prediction, the key lies in ho…

cs.AI2023

PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction

Zijian Zhang, Xiangyu Zhao, Qidong Liu +6

In the era of information explosion, spatio-temporal data mining serves as a critical part of urban management. Considering the various fields demanding attention, e.g., traffic st…

cs.GR2020

Human Motion Transfer with 3D Constraints and Detail Enhancement

Yang-Tian Sun, Qian-Cheng Fu, Yue-Ren Jiang +4

We propose a new method for realistic human motion transfer using a generative adversarial network (GAN), which generates a motion video of a target character imitating actions of…