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2020 – today
- 2024
[j4]Zhongwei Wan, Xin Wang, Che Liu, Samiul Alam, Yu Zheng, Jiachen Liu, Zhongnan Qu, Shen Yan, Yi Zhu, Quanlu Zhang, Mosharaf Chowdhury, Mi Zhang:
Efficient Large Language Models: A Survey. Trans. Mach. Learn. Res. 2024 (2024)- [j3]Yang Li
, Zhenhua Li, Zhenhua Han, Quanlu Zhang, Xiaobo Ma:
Automating Cloud Deployment for Real-Time Online Foundation Model Inference. IEEE/ACM Trans. Netw. 32(2): 1509-1523 (2024) - [c25]Yutao Sun, Li Dong, Yi Zhu, Shaohan Huang, Wenhui Wang, Shuming Ma, Quanlu Zhang, Jianyong Wang, Furu Wei:
You Only Cache Once: Decoder-Decoder Architectures for Language Models. NeurIPS 2024 - [c24]Lei Wang, Lingxiao Ma, Shijie Cao, Quanlu Zhang, Jilong Xue, Yining Shi, Ningxin Zheng, Ziming Miao, Fan Yang, Ting Cao, Yuqing Yang, Mao Yang:
Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation. OSDI 2024: 307-323 - [c23]Zhiqi Lin, Youshan Miao, Quanlu Zhang, Fan Yang, Yi Zhu, Cheng Li, Saeed Maleki, Xu Cao, Ning Shang, Yilei Yang, Weijiang Xu, Mao Yang, Lintao Zhang, Lidong Zhou:
nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training. OSDI 2024: 347-363 - [i13]Yutao Sun, Li Dong, Yi Zhu, Shaohan Huang, Wenhui Wang, Shuming Ma, Quanlu Zhang, Jianyong Wang, Furu Wei:
You Only Cache Once: Decoder-Decoder Architectures for Language Models. CoRR abs/2405.05254 (2024) - 2023
- [c22]Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Mingxia Li, Fan Yang, Qianxi Zhang, Binyang Li, Yuqing Yang, Lili Qiu, Lintao Zhang, Lidong Zhou:
SiloD: A Co-design of Caching and Scheduling for Deep Learning Clusters. EuroSys 2023: 883-898 - [c21]Xudong Wang, Li Lyna Zhang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang:
SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference. ICCV 2023: 5796-5805 - [c20]Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang:
ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices. ICCV 2023: 5806-5817 - [c19]Bin Lin, Ningxin Zheng, Lei Wang, Shijie Cao, Lingxiao Ma, Quanlu Zhang, Yi Zhu, Ting Cao, Jilong Xue, Yuqing Yang, Fan Yang:
Efficient GPU Kernels for N: M-Sparse Weights in Deep Learning. MLSys 2023 - [c18]Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Lingxiao Ma, Yuqing Yang, Fan Yang, Chengruidong Zhang, Lili Qiu, Mao Yang, Lidong Zhou:
PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation. SOSP 2023: 331-347 - [i12]Zhiqi Lin, Youshan Miao, Guodong Liu, Xiaoxiang Shi, Quanlu Zhang, Fan Yang, Saeed Maleki, Yi Zhu, Xu Cao, Cheng Li, Mao Yang, Lintao Zhang, Lidong Zhou:
SuperScaler: Supporting Flexible DNN Parallelization via a Unified Abstraction. CoRR abs/2301.08984 (2023) - [i11]Ningxin Zheng, Huiqiang Jiang, Quanlu Zhang, Zhenhua Han, Yuqing Yang, Lingxiao Ma, Fan Yang, Lili Qiu, Mao Yang, Lidong Zhou:
SparDA: Accelerating Dynamic Sparse Deep Neural Networks via Sparse-Dense Transformation. CoRR abs/2301.10936 (2023) - [i10]Li Lyna Zhang, Xudong Wang, Jiahang Xu, Quanlu Zhang, Yujing Wang, Yuqing Yang, Ningxin Zheng, Ting Cao, Mao Yang:
SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference. CoRR abs/2303.08308 (2023) - [i9]Chen Tang, Li Lyna Zhang, Huiqiang Jiang, Jiahang Xu, Ting Cao, Quanlu Zhang, Yuqing Yang, Zhi Wang, Mao Yang:
ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices. CoRR abs/2303.09730 (2023) - [i8]Yang Liu, Shen Yan, Yuge Zhang, Kan Ren, Quanlu Zhang, Zebin Ren, Deng Cai, Mi Zhang:
AutoTaskFormer: Searching Vision Transformers for Multi-task Learning. CoRR abs/2304.08756 (2023) - [i7]Zhongwei Wan, Xin Wang, Che Liu, Samiul Alam, Yu Zheng, Jiachen Liu, Zhongnan Qu, Shen Yan, Yi Zhu, Quanlu Zhang, Mosharaf Chowdhury, Mi Zhang:
Efficient Large Language Models: A Survey. CoRR abs/2312.03863 (2023) - 2022
- [c17]Chenqian Yan, Yuge Zhang, Quanlu Zhang, Yaming Yang, Xinyang Jiang, Yuqing Yang, Baoyuan Wang:
Privacy-preserving Online AutoML for Domain-Specific Face Detection. CVPR 2022: 4124-4134 - [c16]Cong Guo, Yuxian Qiu, Jingwen Leng, Chen Zhang, Ying Cao, Quanlu Zhang, Yunxin Liu, Fan Yang, Minyi Guo:
Nesting Forward Automatic Differentiation for Memory-Efficient Deep Neural Network Training. ICCD 2022: 738-745 - [c15]Ningxin Zheng, Bin Lin, Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, Lidong Zhou:
SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute. OSDI 2022: 213-232 - [i6]Chenqian Yan, Yuge Zhang, Quanlu Zhang, Yaming Yang, Xinyang Jiang, Yuqing Yang, Baoyuan Wang:
Privacy-preserving Online AutoML for Domain-Specific Face Detection. CoRR abs/2203.08399 (2022) - [i5]Cong Guo, Yuxian Qiu, Jingwen Leng, Chen Zhang, Ying Cao, Quanlu Zhang, Yunxin Liu, Fan Yang, Minyi Guo:
Nesting Forward Automatic Differentiation for Memory-Efficient Deep Neural Network Training. CoRR abs/2209.10778 (2022) - 2021
- [i4]Yuge Zhang, Chenqian Yan, Quanlu Zhang, Li Lyna Zhang, Yaming Yang, Xiaotian Gao, Yuqing Yang:
AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing. CoRR abs/2108.03001 (2021) - 2020
- [j2]Yuzhen Cao, Jiayong Mao, Hui Yu, Qinhao Zhang, Huiquan Wang, Quanlu Zhang, Lingfei Guo, Fei Gao:
A Novel Hybrid Active Contour Model for Intracranial Tuberculosis MRI Segmentation Applications. IEEE Access 8: 149569-149585 (2020) - [c14]Yihuan Mao, Yujing Wang, Chufan Wu, Chen Zhang, Yang Wang, Quanlu Zhang, Yaming Yang, Yunhai Tong, Jing Bai:
LadaBERT: Lightweight Adaptation of BERT through Hybrid Model Compression. COLING 2020: 3225-3234 - [c13]Yang Li, Zhenhua Han, Quanlu Zhang, Zhenhua Li, Haisheng Tan:
Automating Cloud Deployment for Deep Learning Inference of Real-time Online Services. INFOCOM 2020: 1668-1677 - [c12]Hanyu Zhao, Zhenhua Han, Zhi Yang, Quanlu Zhang, Fan Yang, Lidong Zhou, Mao Yang, Francis C. M. Lau, Yuqi Wang, Yifan Xiong, Bin Wang:
HiveD: Sharing a GPU Cluster for Deep Learning with Guarantees. OSDI 2020: 515-532 - [c11]Quanlu Zhang, Zhenhua Han, Fan Yang, Yuge Zhang, Zhe Liu, Mao Yang, Lidong Zhou:
Retiarii: A Deep Learning Exploratory-Training Framework. OSDI 2020: 919-936 - [c10]Chieh-Jan Mike Liang, Hui Xue, Mao Yang, Lidong Zhou, Lifei Zhu, Zhao Lucis Li, Zibo Wang, Qi Chen, Quanlu Zhang, Chuanjie Liu, Wenjun Dai:
AutoSys: The Design and Operation of Learning-Augmented Systems. USENIX ATC 2020: 323-336 - [i3]Yuge Zhang, Zejun Lin, Junyang Jiang, Quanlu Zhang, Yujing Wang, Hui Xue, Chen Zhang, Yaming Yang:
Deeper Insights into Weight Sharing in Neural Architecture Search. CoRR abs/2001.01431 (2020) - [i2]Yihuan Mao, Yujing Wang, Chufan Wu, Chen Zhang, Yang Wang, Yaming Yang, Quanlu Zhang, Yunhai Tong, Jing Bai:
LadaBERT: Lightweight Adaptation of BERT through Hybrid Model Compression. CoRR abs/2004.04124 (2020) - [i1]Yuge Zhang, Quanlu Zhang, Yaming Yang:
How Does Supernet Help in Neural Architecture Search? CoRR abs/2010.08219 (2020)
2010 – 2019
- 2018
- [c9]Hanyu Zhao, Quanlu Zhang, Zhi Yang, Ming Wu, Yafei Dai:
SDPaxos: Building Efficient Semi-Decentralized Geo-replicated State Machines. SoCC 2018: 68-81 - [c8]Wencong Xiao, Zhenhua Han, Hanyu Zhao, Xuan Peng, Quanlu Zhang, Fan Yang, Lidong Zhou:
Scheduling CPU for GPU-based Deep Learning Jobs. SoCC 2018: 503 - [c7]He Xiao, Zhenhua Li, Ennan Zhai, Tianyin Xu, Yang Li, Yunhao Liu, Quanlu Zhang, Yao Liu:
Towards Web-based Delta Synchronization for Cloud Storage Services. FAST 2018: 155-168 - [c6]Shenglong Li, Quanlu Zhang, Zhi Yang, Hanyu Zhao, Yafei Dai:
Building efficient and available distributed transaction with Paxos-based coding consensus. INFOCOM Workshops 2018: 373-378 - [c5]Wencong Xiao, Romil Bhardwaj, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou:
Gandiva: Introspective Cluster Scheduling for Deep Learning. OSDI 2018: 595-610 - 2017
- [c4]Quanlu Zhang, Zhenhua Li, Zhi Yang, Shenglong Li, Shouyang Li, Yangze Guo, Yafei Dai:
DeltaCFS: Boosting Delta Sync for Cloud Storage Services by Learning from NFS. ICDCS 2017: 264-275 - 2015
- [j1]Quanlu Zhang, Shenglong Li, Zhenhua Li, Yuanjian Xing, Zhi Yang, Yafei Dai:
CHARM: A Cost-Efficient Multi-Cloud Data Hosting Scheme with High Availability. IEEE Trans. Cloud Comput. 3(3): 372-386 (2015) - [c3]Quanlu Zhang, Yafei Dai, Lintao Zhang:
DSwitch: a dual mode direct and network attached disk. SoCC 2015: 71-83 - [c2]Shenglong Li, Quanlu Zhang, Zhi Yang, Yafei Dai:
Understanding and Surpassing Dropbox: Efficient Incremental Synchronization in Cloud Storage Services. GLOBECOM 2015: 1-7 - [c1]Quanlu Zhang, Yafei Dai, Fengqian Li, Lintao Zhang:
UStore: A Low Cost Cold and Archival Data Storage System for Data Centers. ICDCS 2015: 431-441
Coauthor Index
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