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15th SoCC 2024: Redmond, WA, USA
- Proceedings of the 2024 ACM Symposium on Cloud Computing, SoCC 2024, Redmond, WA, USA, November 20-22, 2024. ACM 2024, ISBN 979-8-4007-1286-9
Systems Supporting Machine Learning I: Scheduling
- Qinghe Wang
, Futian Wang
Hops: Fine-grained heterogeneous sensing, efficient and fair Deep Learning cluster scheduling system. 1-17 - Archit Patke
Queue Management for SLO-Oriented Large Language Model Serving. 18-35 - Ziyang Liu, Renyu Yang, Jin Ouyang, Weihan Jiang, Tianyu Ye, Menghao Zhang, Sui Huang, Jiaming Huang, Chengru Song, Di Zhang, Tianyu Wo, Chunming Hu:
Kale: Elastic GPU Scheduling for Online DL Model Training. 36-51 - Redwan Ibne Seraj Khan
FedCaSe: Enhancing Federated Learning with Heterogeneity-aware Caching and Scheduling. 52-68
Machine Learning Supporting Systems
- Xin Liu
SQLStateGuard: Statement-Level SQL Injection Defense Based on Learning-Driven Middleware. 69-82 - Vikramank Y. Singh
Vista: Machine Learning based Database Performance Troubleshooting Framework in Amazon RDS. 83-98 - Manish Shetty
Building AI Agents for Autonomous Clouds: Challenges and Design Principles. 99-110 - Jae-Seok Kim
Zero-SAD: Zero-Shot Learning Using Synthetic Abnormal Data for Abnormal Behavior Detection on Private Cloud. 111-125 - Yanlei Diao
Forecasting Algorithms for Intelligent Resource Scaling: An Experimental Analysis. 126-143
Speed and Scalein Serverless
- Yuqiao Lan
Snapipeline: Accelerating Snapshot Startup for FaaS Containers. 144-159 - Minghao Xie
En4S: Enabling SLOs in Serverless Storage Systems. 160-177 - Yifan Sui
Pre-Warming is Not Enough: Accelerating Serverless Inference With Opportunistic Pre-Loading. 178-195 - Xinmin Zhang
Faascale: Scaling MicroVM Vertically for Serverless Computing with Memory Elasticity. 196-212 - Vishwanath Seshagiri
Rethinking the Networking Stack for Serverless Environments: A Sidecar Approach. 213-222 - Marcin Copik
Process-as-a-Service: Unifying Elastic and Stateful Clouds with Serverless Processes. 223-242
The Elastic Cloud
- Rubaba Hasan
AutoBurst: Autoscaling Burstable Instances for Cost-effective Latency SLOs. 243-258 - Carlos Segarra
Is It Time To Put Cold Starts In The Deep Freeze? 259-268 - Kevin Alarcón Negy
Towards Swap-Free, Continuous Ballooning for Fast, Cloud-Based Virtual Machine Migrations. 269-283 - Shiv Bhushan Tripathi
PCLive: Pipelined Restoration of Application Containers for Reduced Service Downtime. 284-301 - Smita Vijayakumar
Scheduling for Reduced Tail Task Latencies in Highly Utilized Datacenters. 302-321 - Vaibhav Bhosale
Krios: Scheduling Abstractions and Mechanisms for Enabling a LEO Compute Cloud. 322-340
When Things Go Wrong in the Cloud
- P. C. Sruthi
Demystifying the Fight Against Complexity: A Comprehensive Study of Live Debugging Activities in Production Cloud Systems. 341-360 - Chaoyun Zhang
Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure. 361-379 - Ziwei Huang
INS: Identifying and Mitigating Performance Interference in Clouds via Interference-Sensitive Paths. 380-397 - Nathan Ng
TailClipper: Reducing Tail Response Time of Distributed Services Through System-Wide Scheduling. 398-414
Systems Supporting Machine Learning II
- Yanning Yang
On-demand and Parallel Checkpoint/Restore for GPU Applications. 415-433 - Umesh Deshpande
MoEsaic: Shared Mixture of Experts. 434-442 - Xiaoyang Zhao
FaPES: Enabling Efficient Elastic Scaling for Serverless Machine Learning Platforms. 443-459 - Bing-Shiun Han
KACE: Kernel-Aware Colocation for Efficient GPU Spatial Sharing. 460-469 - Zeyuan Zuo
Pack: Towards Communication-Efficient Homomorphic Encryption in Federated Learning. 470-486
The Green Cloud
- Qiangyu Pei
InferCool: Enhancing AI Inference Cooling through Transparent, Non-Intrusive Task Reassignment. 487-504 - Jorge Murillo
CDN-Shifter: Leveraging Spatial Workload Shifting to Decarbonize Content Delivery Networks. 505-521 - Prateek Sharma
Accountable Carbon Footprints and Energy Profiling For Serverless Functions. 522-541 - Noman Bashir
The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for Effective Carbon-Aware Scheduling. 542-551 - Jinghan Sun
Exploring the Efficiency of Renewable Energy-based Modular Data Centers at Scale. 552-569 - Rohan Basu Roy
The Hidden Carbon Footprint of Serverless Computing. 570-579
The Basics
- Masanori Misono
uIO: Lightweight and Extensible Unikernels. 580-599 - Jonathan Zarnstorff
Racos: Improving Erasure Coding State Machine Replication using Leaderless Consensus. 600-617 - Ziliang Lai
Occam's Razor for Distributed Protocols. 618-636 - Hang Xiong
VWeiST: A Scalable and Efficient Proof-of-Stake Blockchain Consensus. 637-649 - Yu-Hsun Chiang
Securing a Multiprocessor KVM Hypervisor with Rust. 650-667 - Federico Parola
SURE: Secure Unikernels Make Serverless Computing Rapid and Efficient. 668-688
Bits on Disk
- Weiyue Zhao
TianMen: a DPU-based storage network offloading structure for disaggregated datacenters. 689-703 - Yunsheng Dong
H2C-Dedup: Reducing I/O and GC Amplification for QLC SSDs from the Deduplication Metadata Perspective. 704-719 - Yekang Zhan
RomeFS: A CXL-SSD Aware File System Exploiting Synergy of Memory-Block Dual Paths. 720-736 - Soheil Khadirsharbiyani
SmartGraph: A Framework for Graph Processing in Computational Storage. 737-754
In the Cloud
- Shaowen Xu
ConMonitor: Lightweight Container Protection with Virtualization and VM Functions. 755-773 - Yancan Mao
ByteMQ: A Cloud-native Streaming Data Layer in ByteDance. 774-791 - Nishant Gupta
Dynamic Idle Resource Leasing To Safely Oversubscribe Capacity At Meta. 792-810 - Xinyu Han
Byways: High-Performance, Isolated Network Functions for Multi-Tenant Cloud Servers. 811-829 - Jungeun Shin
Cloud-native Workflow Scheduling using a Hybrid Priority Rule, Dynamic Resource Allocation, and Dynamic Task Partition. 830-846 - Pawissanutt Lertpongrujikorn
Streamlining Cloud-Native Application Development and Deployment with Robust Encapsulation. 847-865
Algorithms and Applications
- Tobias Pfandzelter
Komet: A Serverless Platform for Low-Earth Orbit Edge Services. 866-882 - Yanjie Song
A Data Optimizer for Region-Aware Self-describing Files in Scientific Computing. 883-897 - Yijian Liu
Rethinking State Management in Actor Systems for Cloud-Native Applications. 898-914 - Xizhe Yin
IncBoost: Scaling Incremental Graph Processing for Edge Deletions and Weight Updates. 915-932 - Shiva Jahangiri
Memory Management in Complex Join Queries: A Re-evaluation Study. 933-942 - Shruti Mohanty
FAAStloop: Optimizing Loop-Based Applications for Serverless Computing. 943-960
Systems Supporting Machine Learning III: Training
- Xinwei Fu
Distributed Training of Large Language Models on AWS Trainium. 961-976 - Xue Li
Near-Lossless Gradient Compression for Data-Parallel Distributed DNN Training. 977-994 - Diana Petrescu
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores. 995-1011 - Amey Agrawal
Inshrinkerator: Compressing Deep Learning Training Checkpoints via Dynamic Quantization. 1012-1031 - Ziji Shi
ParaGAN: A Scalable Distributed Training Framework for Generative Adversarial Networks. 1032-1044
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