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Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning



Tianlong Chen , Sijia Liu , Shiyu Chang , Lisa Amini , Zhangyang Wang

* Accepted by TMLR 2022 

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Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness



Tianlong Chen , Huan Zhang , Zhenyu Zhang , Shiyu Chang , Sijia Liu , Pin-Yu Chen , Zhangyang Wang

* Accepted by ICML 2022 

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Data-Efficient Double-Win Lottery Tickets from Robust Pre-training



Tianlong Chen , Zhenyu Zhang , Sijia Liu , Yang Zhang , Shiyu Chang , Zhangyang Wang

* Accepted by ICML 2022 

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Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free



Tianlong Chen , Zhenyu Zhang , Yihua Zhang , Shiyu Chang , Sijia Liu , Zhangyang Wang


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Grasping the Arrow of Time from the Singularity: Decoding Micromotion in Low-dimensional Latent Spaces from StyleGAN



Qiucheng Wu , Yifan Jiang , Junru Wu , Kai Wang , Gong Zhang , Humphrey Shi , Zhangyang Wang , Shiyu Chang

* 13 pages, 8 figures 

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DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings



Yung-Sung Chuang , Rumen Dangovski , Hongyin Luo , Yang Zhang , Shiyu Chang , Marin Soljačić , Shang-Wen Li , Wen-tau Yih , Yoon Kim , James Glass

* NAACL 2022 main conference (Long paper). Pretrained models and code are available at https://github.com/voidism/DiffCSE 

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Improving Self-Supervised Speech Representations by Disentangling Speakers



Kaizhi Qian , Yang Zhang , Heting Gao , Junrui Ni , Cheng-I Lai , David Cox , Mark Hasegawa-Johnson , Shiyu Chang


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Incremental Prompting: Episodic Memory Prompt for Lifelong Event Detection



Minqian Liu , Shiyu Chang , Lifu Huang

* 8 pages, 2 figures 

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WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language Models



Heting Gao , Junrui Ni , Kaizhi Qian , Yang Zhang , Shiyu Chang , Mark Hasegawa-Johnson

* submitted to INTERSPEECH 2022 

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