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12th SoCC 2021: Virtual Event, USA
- Carlo Curino, Georgia Koutrika, Ravi Netravali:
SoCC '21: ACM Symposium on Cloud Computing, Seattle, WA, USA, November 1 - 4, 2021. ACM 2021, ISBN 978-1-4503-8638-8
Efficient, Robust ML Training and Inference I
- Francisco Romero, Mark Zhao
, Neeraja J. Yadwadkar, Christos Kozyrakis:
Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines. 1-17 - Cody Hao Yu, Xingjian Shi, Haichen Shen, Zhi Chen, Mu Li, Yida Wang:
Lorien: Efficient Deep Learning Workloads Delivery. 18-32 - Lisa Dunlap, Kirthevasan Kandasamy, Ujval Misra, Richard Liaw, Michael I. Jordan, Ion Stoica, Joseph E. Gonzalez
Elastic Hyperparameter Tuning on the Cloud. 33-46 - Hanxi Guo
Siren: Byzantine-robust Federated Learning via Proactive Alarming. 47-60
Tracing
- Mert Toslali, Emre Ates, Alex Ellis, Zhaoqi Zhang, Darby Huye, Lan Liu, Samantha Puterman, Ayse K. Coskun
Automating instrumentation choices for performance problems in distributed applications with VAIF. 61-75 - Lexiang Huang
tprof: Performance profiling via structural aggregation and automated analysis of distributed systems traces. 76-91 - Kalev Alpernas, Aurojit Panda, Leonid Ryzhyk, Mooly Sagiv:
Cloud-Scale Runtime Verification of Serverless Applications. 92-107 - Pantazis Deligiannis
Building Reliable Cloud Services Using Coyote Actors. 108-121
Serverless platforms I
- Francisco Romero, Gohar Irfan Chaudhry, Iñigo Goiri, Pragna Gopa, Paul Batum, Neeraja J. Yadwadkar, Rodrigo Fonseca, Christos Kozyrakis, Ricardo Bianchini:
Faa$T: A Transparent Auto-Scaling Cache for Serverless Applications. 122-137 - Arjun Singhvi, Arjun Balasubramanian, Kevin Houck, Mohammed Danish Shaikh, Shivaram Venkataraman, Aditya Akella:
Atoll: A Scalable Low-Latency Serverless Platform. 138-152 - Vivek M. Bhasi, Jashwant Raj Gunasekaran, Prashanth Thinakaran, Cyan Subhra Mishra, Mahmut Taylan Kandemir, Chita R. Das:
Kraken: Adaptive Container Provisioning for Deploying Dynamic DAGs in Serverless Platforms. 153-167
Cloud Paradigms at the Edge
- Viyom Mittal, Shixiong Qi, Ratnadeep Bhattacharya, Xiaosu Lyu, Junfeng Li, Sameer G. Kulkarni, Dan Li, Jinho Hwang, K. K. Ramakrishnan, Timothy Wood:
Mu: An Efficient, Fair and Responsive Serverless Framework for Resource-Constrained Edge Clouds. 168-181 - Enrique Saurez, Harshit Gupta, Alexandros Daglis, Umakishore Ramachandran
OneEdge: An Efficient Control Plane for Geo-Distributed Infrastructures. 182-196 - Joseph Noor, Mani B. Srivastava, Ravi Netravali:
Portkey: Adaptive Key-Value Placement over Dynamic Edge Networks. 197-213
Improving Cloud Deployments for Users
- Yancan Mao, Yuan Huang, Runxin Tian, Xin Wang, Richard T. B. Ma:
Trisk: Task-Centric Data Stream Reconfiguration. 214-228 - Pradeep Ambati, Noman Bashir
Good Things Come to Those Who Wait: Optimizing Job Waiting in the Cloud. 229-242 - Li Liu, Haoliang Wang, An Wang, Mengbai Xiao, Yue Cheng, Songqing Chen:
Mind the Gap: Broken Promises of CPU Reservations in Containerized Multi-tenant Clouds. 243-257 - Suyi Li, Luping Wang, Wei Wang, Yinghao Yu, Bo Li:
George: Learning to Place Long-Lived Containers in Large Clusters with Operation Constraints. 258-272
Helping Users Deploy Cloud Apps
- Mathias Lécuyer, Sang Hoon Kim, Mihir Nanavati, Junchen Jiang, Siddhartha Sen, Aleksandrs Slivkins, Amit Sharma:
Sayer: Using Implicit Feedback to Optimize System Policies. 273-288 - Mert Toslali, Srinivasan Parthasarathy, Fábio Oliveira, Hai Huang, Ayse K. Coskun
Iter8: Online Experimentation in the Cloud. 289-304 - Giorgos Xanthakis
Parallax: Hybrid Key-Value Placement in LSM-based Key-Value Stores. 305-318 - Mohammad Shahrad
Provisioning Differentiated Last-Level Cache Allocations to VMs in Public Clouds. 319-334
Energy Awareness
- Anuroop Desu, Udaya Puvvadi, Tyler Stachecki, Sagar Vishwakarma, Sadegh Khalili, Kanad Ghose
Latency-Aware Dynamic Server and Cooling Capacity Provisioner for Data Centers. 335-349 - Noman Bashir
Enabling Sustainable Clouds: The Case for Virtualizing the Energy System. 350-358
Fault Tolerance and Testing
- Muhammad Ali Gulzar
OptDebug: Fault-Inducing Operation Isolation for Dataflow Applications. 359-372 - Ionel Gog, Michael Isard, Martín Abadi:
Falkirk Wheel: Rollback Recovery for Dataflow Systems. 373-387 - Christopher S. Meiklejohn, Andrea Estrada, Yiwen Song, Heather Miller, Rohan Padhye
Service-Level Fault Injection Testing. 388-402 - Sahil Suneja, Yunhui Zheng, Yufan Zhuang, Jim Alain Laredo, Alessandro Morari:
Towards Reliable AI for Source Code Understanding. 403-411
Microservice Management and Scheduling
- Shutian Luo, Huanle Xu, Chengzhi Lu, Kejiang Ye, Guoyao Xu, Liping Zhang, Yu Ding, Jian He, Chengzhong Xu:
Characterizing Microservice Dependency and Performance: Alibaba Trace Analysis. 412-426 - Ataollah Fatahi Baarzi, George Kesidis:
SHOWAR: Right-Sizing And Efficient Scheduling of Microservices. 427-441 - Amirhossein Mirhosseini, Sameh Elnikety, Thomas F. Wenisch:
Parslo: A Gradient Descent-based Approach for Near-optimal Partial SLO Allotment in Microservices. 442-457 - Jun Zhang, Robert Ferydouni, Aldrin Montana, Daniel Bittman, Peter Alvaro
3MileBeach: A Tracer with Teeth. 458-472
DB and Query Optimization
- Nalin Ranjan, Zechao Shang, Sanjay Krishnan, Aaron J. Elmore
Version Reconciliation for Collaborative Databases. 473-488 - Parth Thakkar, Senthilnathan Natarajan:
Scaling Blockchains Using Pipelined Execution and Sparse Peers. 489-502 - Jingqi Wu, Rong Chen, Yubin Xia:
Fast and Accurate Optimizer for Query Processing over Knowledge Graphs. 503-517
Security Monitoring and Preservation
- Soo-Yee Lim, Bogdan Stelea, Xueyuan Han, Thomas F. J.-M. Pasquier
Secure Namespaced Kernel Audit for Containers. 518-532 - Yuepeng Li, Deze Zeng, Lin Gu, Quan Chen, Song Guo, Albert Y. Zomaya
Lasagna: Accelerating Secure Deep Learning Inference in SGX-enabled Edge Cloud. 533-545 - Chengliang Zhang, Junzhe Xia, Baichen Yang
Citadel: Protecting Data Privacy and Model Confidentiality for Collaborative Learning. 546-561
Serverless Platforms II
- Djob Mvondo, Antonio Barbalace, Alain Tchana, Gilles Muller:
Tell me when you are sleepy and what may wake you up! 562-569 - Amoghavarsha Suresh, Anshul Gandhi
ServerMore: Opportunistic Execution of Serverless Functions in the Cloud. 570-584 - Nilanjan Daw, Umesh Bellur, Purushottam Kulkarni:
Speedo: Fast dispatch and orchestration of serverless workflows. 585-599 - Ataollah Fatahi Baarzi, George Kesidis, Carlee Joe-Wong, Mohammad Shahrad
On Merits and Viability of Multi-Cloud Serverless. 600-608
Efficient, Robust ML Training and Inference II
- Wei Gao, Zhisheng Ye
Chronus: A Novel Deadline-aware Scheduler for Deep Learning Training Jobs. 609-623 - Yitao Hu, Rajrup Ghosh
Scrooge: A Cost-Effective Deep Learning Inference System. 624-638 - Luping Wang, Lingyun Yang
Morphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving. 639-653 - Pratiksha Thaker, Hudson Ayers, Deepti Raghavan, Ning Niu, Philip Alexander Levis, Matei Zaharia
Clamor: Extending Functional Cluster Computing Frameworks with Fine-Grained Remote Memory Access. 654-669
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