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SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech



Weidong Chen , Xiaofen Xing , Xiangmin Xu , Jianxin Pang , Lan Du

* 5 pages, 4figures. This paper was submitted to Insterspeech 2022 

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Diversity Enhanced Active Learning with Strictly Proper Scoring Rules



Wei Tan , Lan Du , Wray Buntine


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Multilingual Neural Machine Translation:Can Linguistic Hierarchies Help?



Fahimeh Saleh , Wray Buntine , Gholamreza Haffari , Lan Du


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Neural Attention-Aware Hierarchical Topic Model



Yuan Jin , He Zhao , Ming Liu , Lan Du , Wray Buntine


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Transformer over Pre-trained Transformer for Neural Text Segmentation with Enhanced Topic Coherence



Kelvin Lo , Yuan Jin , Weicong Tan , Ming Liu , Lan Du , Wray Buntine


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Leveraging Information Bottleneck for Scientific Document Summarization



Jiaxin Ju , Ming Liu , Huan Yee Koh , Yuan Jin , Lan Du , Shirui Pan

* Accepted at EMNLP 2021 Findings 

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Prototypes-Guided Memory Replay for Continual Learning



Stella Ho , Ming Liu , Lan Du , Longxiang Gao , Yong Xiang


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Learning Graph Neural Networks with Positive and Unlabeled Nodes



Man Wu , Shirui Pan , Lan Du , Xingquan Zhu

* Accepted to ACM Transactions on Knowledge Discovery from Data (TKDD) 

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Stratified Sampling for Extreme Multi-Label Data



Maximillian Merrillees , Lan Du


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Topic Modelling Meets Deep Neural Networks: A Survey



He Zhao , Dinh Phung , Viet Huynh , Yuan Jin , Lan Du , Wray Buntine

* A review on Neural Topic Models 

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