Enhancing Vector Quantization with Distributional Matching: A Theoretical and Empirical Study.

Xianghong Fang

Xianghong Fang Litao Guo Hengchao Chen Yuxuan Zhang XiaofanXia Dingjie Song Yexin Liu Hao Wang Harry Yang Yuan Yuan Qiang Sun Enhancing Vector Quantization with Distributional Matching: A Theoretical and Empirical Study. 2025 June abs/2506.15078 CoRR https://doi.org/10.48550/arXiv.2506.15078 db/journals/corr/corr2506.html#abs-2506-15078 streams/journals/corr

Xianghong Fang Jian Li 0054 Qiang Sun Benyou Wang Rethinking the Uniformity Metric in Self-Supervised Learning. 2024 ICLR https://openreview.net/forum?id=3pf2hEdu8B conf/iclr/2024 db/conf/iclr/iclr2024.html#Fang0SW24

Xianghong Fang Jian Li 0054 Qiang Sun Benyou Wang Rethinking The Uniformity Metric in Self-Supervised Learning. 2024 abs/2403.00642 CoRR https://doi.org/10.48550/arXiv.2403.00642 db/journals/corr/corr2403.html#abs-2403-00642

Xianghong Fang Jian Li 0054 Lifeng Shang Xin Jiang 0002 Qun Liu 0001 Dit-Yan Yeung Controlled Text Generation Using Dictionary Prior in Variational Autoencoders. 97-111 2022 ACL (Findings) https://doi.org/10.18653/v1/2022.findings-acl.10 https://aclanthology.org/2022.findings-acl.10 conf/acl/2022f db/conf/acl/acl2022f.html#FangLSJLY22 Xianghong Fang Haoli Bai Jian Li 0054 Zenglin Xu Michael R. Lyu Irwin King Discrete Auto-regressive Variational Attention Models for Text Modeling. 1-8 2021 IJCNN https://doi.org/10.1109/IJCNN52387.2021.9534375 conf/ijcnn/2021 db/conf/ijcnn/ijcnn2021.html#FangBLXLK21

Xianghong Fang Haoli Bai Jian Li 0054 Zenglin Xu Michael R. Lyu Irwin King Discrete Auto-regressive Variational Attention Models for Text Modeling. 2021 abs/2106.08571 CoRR https://arxiv.org/abs/2106.08571 db/journals/corr/corr2106.html#abs-2106-08571

Xianghong Fang Haoli Bai Ziyi Guo Bin Shen 0002 Steven C. H. Hoi Zenglin Xu DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification. 182-192 2020 127 Neural Networks https://doi.org/10.1016/j.neunet.2020.03.025 https://www.wikidata.org/entity/Q94496234 db/journals/nn/nn127.html#FangBGSHX20

Xianghong Fang Haoli Bai Zenglin Xu Michael R. Lyu Irwin King Discrete Variational Attention Models for Language Generation. 2020 abs/2004.09764 CoRR https://arxiv.org/abs/2004.09764 db/journals/corr/corr2004.html#abs-2004-09764

Xianghong Fang Haoli Bai Ziyi Guo Bin Shen 0002 Steven C. H. Hoi Zenglin Xu DART: Domain-Adversarial Residual-Transfer Networks for Unsupervised Cross-Domain Image Classification. 2018 abs/1812.11478 CoRR http://arxiv.org/abs/1812.11478 db/journals/corr/corr1812.html#abs-1812-11478

Bin Liu 0022 Zenglin Xu Bo Dai 0001 Haoli Bai Xianghong Fang Yazhou Ren 0001 Shandian Zhe Learning from semantically dependent multi-tasks. 3498-3505 2017 IJCNN https://doi.org/10.1109/IJCNN.2017.7966296 conf/ijcnn/2017 db/conf/ijcnn/ijcnn2017.html#LiuXDBFRZ17 Haoli Bai Hengchao Chen Bo Dai 0001 Litao Guo Ziyi Guo Steven C. H. Hoi Xin Jiang 0002 Irwin King Jian Li 0054 Bin Liu 0022 Qun Liu 0001 Yexin Liu Michael R. Lyu Yazhou Ren 0001 Lifeng Shang Bin Shen 0002 Dingjie Song Qiang Sun Benyou Wang Hao Wang XiaofanXia Zenglin Xu Harry Yang Dit-Yan Yeung Yuan Yuan Yuxuan Zhang Shandian Zhe