1 code implementation • 26 Mar 2024 • Zhen Tian, Wayne Xin Zhao, Changwang Zhang, Xin Zhao, Zhongrui Ma, Ji-Rong Wen
The core of transformer architecture lies in the self-attention mechanism, which computes the pairwise attention scores in a sequence.
no code implementations • 5 Jan 2024 • Zihong He, Changwang Zhang
The evolution of Large Language Models (LLMs) has introduced a new paradigm for investigating human behavior emulation.
1 code implementation • 27 Nov 2023 • Zhen Tian, Changwang Zhang, Wayne Xin Zhao, Xin Zhao, Ji-Rong Wen, Zhao Cao
To address the above issue, we propose the Universal Feature Interaction Network (UFIN) approach for CTR prediction.
no code implementations • 1 Jun 2022 • Zuowu Zheng, Changwang Zhang, Xiaofeng Gao, Guihai Chen
Based on this observation, in this paper, we propose a novel approach Hierarchical Intention Embedding Network (HIEN), which considers dependencies of attributes based on bottom-up tree aggregation in the constructed attribute graph.
no code implementations • 29 Sep 2021 • Jinbao Zhang, Changwang Zhang, Xiaojuan Liu, Xia Li, Weilin Liao, Penghua Liu, Yao Yao, Jihong Zhang
A general and robust POI embedding framework, the POI-Transformers, is initially proposed in this study to address these problems of POI entity matching.
no code implementations • 1 May 2021 • Chen Zhang, Siwei Wang, Jiyuan Liu, Sihang Zhou, Pei Zhang, Xinwang Liu, En Zhu, Changwang Zhang
iii) The partition level information has not been utilized in existing work.
no code implementations • 1 May 2021 • Chen Zhang, Siwei Wang, Wenxuan Tu, Pei Zhang, Xinwang Liu, Changwang Zhang, Bo Yuan
Multi-view clustering is an important yet challenging task in machine learning and data mining community.