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PILC: Practical Image Lossless Compression with an End-to-end GPU Oriented Neural Framework



Ning Kang , Shanzhao Qiu , Shifeng Zhang , Zhenguo Li , Shutao Xia


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CO^3: Cooperative Unsupervised 3D Representation Learning for Autonomous Driving



Runjian Chen , Yao Mu , Runsen Xu , Wenqi Shao , Chenhan Jiang , Hang Xu , Zhenguo Li , Ping Luo

* Code will be available here: https://github.com/Runjian-Chen/CO3 

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Task-Customized Self-Supervised Pre-training with Scalable Dynamic Routing



Zhili Liu , Jianhua Han , Lanqing Hong , Hang Xu , Kai Chen , Chunjing Xu , Zhenguo Li


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ZeroGen$^+$: Self-Guided High-Quality Data Generation in Efficient Zero-Shot Learning



Jiahui Gao , Renjie Pi , Yong Lin , Hang Xu , Jiacheng Ye , Zhiyong Wu , Xiaodan Liang , Zhenguo Li , Lingpeng Kong

* 9 pages 

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Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search



Minbin Huang , Zhijian Huang , Changlin Li , Xin Chen , Hang Xu , Zhenguo Li , Xiaodan Liang

* Accepted by CVPR 2022 

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ManiTrans: Entity-Level Text-Guided Image Manipulation via Token-wise Semantic Alignment and Generation



Jianan Wang , Guansong Lu , Hang Xu , Zhenguo Li , Chunjing Xu , Yanwei Fu

* Accepted by CVPR2022 (Oral) 

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Generalizing Few-Shot NAS with Gradient Matching



Shoukang Hu , Ruochen Wang , Lanqing Hong , Zhenguo Li , Cho-Jui Hsieh , Jiashi Feng

* Accepted by ICLR2022 

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On Redundancy and Diversity in Cell-based Neural Architecture Search



Xingchen Wan , Binxin Ru , Pedro M. Esperança , Zhenguo Li

* ICLR 2022. 10 pages, 10 figures, 2 tables (25 pages, 34 figures, 3 tables including references and appendices) 

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CODA: A Real-World Road Corner Case Dataset for Object Detection in Autonomous Driving



Kaican Li , Kai Chen , Haoyu Wang , Lanqing Hong , Chaoqiang Ye , Jianhua Han , Yukuai Chen , Wei Zhang , Chunjing Xu , Dit-Yan Yeung , Xiaodan Liang , Zhenguo Li , Hang Xu


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Memory Replay with Data Compression for Continual Learning



Liyuan Wang , Xingxing Zhang , Kuo Yang , Longhui Yu , Chongxuan Li , Lanqing Hong , Shifeng Zhang , Zhenguo Li , Yi Zhong , Jun Zhu

* ICLR 2022 
* arXiv admin note: text overlap with arXiv:1207.6083 by other authors 

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