| Fine-tuning giant neural networks on commodity hardware with automatic pipeline model parallelism | USENIX ATC '21 | Saar Eliad, Ido Hakimi, Alon De Jagger, Mark Silberstein, Assaf Schuster |
| Jump-Starting Multivariate Time Series Anomaly Detection for Online Service Systems | USENIX ATC '21 | Minghua Ma, Shenglin Zhang, Junjie Chen, Jim Xu, Haozhe Li, Yongliang Lin, Xiaohui Nie, Bo Zhou, Yong Wang, Dan Pei |
| Palleon: A Runtime System for Efficient Video Processing toward Dynamic Class Skew | USENIX ATC '21 | Boyuan Feng, Yuke Wang, Gushu Li, Yuan Xie, Yufei Ding |
| FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute | USENIX ATC '21 | Ao Wang, Shuai Chang, Huangshi Tian, Hongqi Wang, Haoran Yang, Huiba Li, Rui Du, Yue Cheng |
| Fighting the Fog of War: Automated Incident Detection for Cloud Systems | USENIX ATC '21 | Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang |
| Habitat: A Runtime-Based Computational Performance Predictor for Deep Neural Network Training | USENIX ATC '21 | Geoffrey X. Yu, Yubo Gao, Pavel Golikov, Gennady Pekhimenko |
| Zico: Efficient GPU Memory Sharing for Concurrent DNN Training | USENIX ATC '21 | Gangmuk Lim, Jeongseob Ahn, Wencong Xiao, Youngjin Kwon, Myeongjae Jeon |
| Refurbish Your Training Data: Reusing Partially Augmented Samples for Faster Deep Neural Network Training | USENIX ATC '21 | Gyewon Lee, Irene Lee, Hyeonmin Ha, Kyunggeun Lee, Hwarim Hyun, Ahnjae Shin, Byung-Gon Chun |
| ZeRO-Offload: Democratizing Billion-Scale Model Training | USENIX ATC '21 | Jie Ren, Samyam Rajbhandari, Reza Yazdani Aminabadi, Olatunji Ruwase, Shuangyan Yang, Minjia Zhang, Dong Li, Yuxiong He |
| Experiences in Managing the Performance and Reliability of a Large-Scale Genomics Cloud Platform | USENIX ATC '21 | Michael Hao Tong, Robert L. Grossman, Haryadi S. Gunawi |
| Live in the Express Lane | USENIX ATC '21 | Patrick Jahnke, Vincent Riesop, Pierre-Louis Roman, Pavel Chuprikov, Patrick Eugster |
| Preview: Cloud Computing | USENIX ATC '21 | |
| Hashing Linearity Enables Relative Path Control in Data Centers | USENIX ATC '21 | Zhehui Zhang, Haiyang Zheng, Jiayao Hu, Xiangning Yu, Chenchen Qi, Xuemei Shi, Guohui Wang |
| Preview: KV-Stores and Databases | USENIX ATC '21 | |
| Understanding Precision Time Protocol in Today's Wi-Fi Networks: A Measurement Study | USENIX ATC '21 | Paizhuo Chen, Zhice Yang |
| Preview: ML Serving | USENIX ATC '21 | |
| Boosting Full-Node Repair in Erasure-Coded Storage | USENIX ATC '21 | Shiyao Lin, Guowen Gong, Zhirong Shen, Patrick P. C. Lee, Jiwu Shu |
| Preview: ML Training | USENIX ATC '21 | |
| Preview: Graph NNs | USENIX ATC '21 | |
| Hey, Lumi! Using Natural Language for Intent-Based Network Management | USENIX ATC '21 | Arthur S. Jacobs, Ricardo J. Pfitscher, Rafael H. Ribeiro, Ronaldo A. Ferreira, Lisandro Z. Granville, Walter Willinger, Sanjay G. Rao |
| KVIMR: Key-Value Store Aware Data Management Middleware for Interlaced Magnetic Recording Based Hard Disk Drive | USENIX ATC '21 | Yuhong Liang, Tsun-Yu Yang, Ming-Chang Yang |
| Differentiated Key-Value Storage Management for Balanced I/O Performance | USENIX ATC '21 | Yongkun Li, Zhen Liu, Patrick P. C. Lee, Jiayu Wu, Yinlong Xu, Yi Wu, Liu Tang, Qi Liu, Qiu Cui |
| Preview: Networking | USENIX ATC '21 | |
| Preview: Persistent Memory | USENIX ATC '21 | |
| Preview: Security and Privacy | USENIX ATC '21 | |
