no code implementations • WWW 2023 • Shengsheng Qian, Hong Chen, Dizhan Xue, Quan Fang, Changsheng Xu
To tackle these challenges, we propose an Open-World Social Event Classifier (OWSEC) model in this paper.
1 code implementation • ACM MM 2022 • Dizhan Xue, Shengsheng Qian, Quan Fang, Changsheng Xu
Finally, a multimodal transformer decoder constructs attention among multimodal features to learn the story dependency and generates informative, reasonable, and coherent story endings.
Ranked #1 on Image-guided Story Ending Generation on LSMDC-E
1 code implementation • IEEE Transactions on Pattern Analysis and Machine Intelligence 2022 • Dizhan Xue, Shengsheng Qian, Quan Fang, Changsheng Xu
To date, most of the existing techniques mainly convert multimodal data into a common representation space where similarities in semantics between samples can be easily measured across multiple modalities.
2 code implementations • 5 Apr 2022 • Jun Hu, Bryan Hooi, Shengsheng Qian, Quan Fang, Changsheng Xu
Based on a Markov process that trades off two types of distances, we present Markov Graph Diffusion Collaborative Filtering (MGDCF) to generalize some state-of-the-art GNN-based CF models.
Ranked #2 on Recommendation Systems on Gowalla
1 code implementation • 2 Dec 2021 • Jun Hu, Shengsheng Qian, Quan Fang, Changsheng Xu
Recently the field has advanced from local propagation schemes that focus on local neighbors towards extended propagation schemes that can directly deal with extended neighbors consisting of both local and high-order neighbors.
1 code implementation • 19 Nov 2021 • Desheng Cai, Jun Hu, Quan Zhao, Shengsheng Qian, Quan Fang, Changsheng Xu
In this paper, we present GRecX, an open-source TensorFlow framework for benchmarking GNN-based recommendation models in an efficient and unified way.
1 code implementation • IEEE Transactions on Multimedia 2021 • Shengsheng Qian, Dizhan Xue, Quan Fang, Changsheng Xu
Firstly, we construct an instance representation learning branch to transform instances of different modalities into a common representation space.
1 code implementation • AAAI 2021 • Shengsheng Qian, Dizhan Xue, Huaiwen Zhang, Quan Fang, Changsheng Xu
To date, most existing methods transform multimodal data into a common representation space where semantic similarities between items can be directly measured across different modalities.
1 code implementation • 27 Jan 2021 • Jun Hu, Shengsheng Qian, Quan Fang, Youze Wang, Quan Zhao, Huaiwen Zhang, Changsheng Xu
We introduce tf_geometric, an efficient and friendly library for graph deep learning, which is compatible with both TensorFlow 1. x and 2. x.