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site/data/cloud-edge/papers/NSDI-2024-digest.yaml
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site/data/cloud-edge/papers/NSDI-2024-digest.yaml
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venue: NSDI
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year: 2024
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papers:
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- title: 'MegaScale: Scaling Large Language Model Training to More Than 10, 000 GPUs'
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authors:
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- Ziheng Jiang
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- Haibin Lin
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- Yinmin Zhong
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- Qi Huang
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- Yangrui Chen
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- Zhi Zhang
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- Yanghua Peng
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- Xiang Li 0067
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- Cong Xie
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- Shibiao Nong
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- Yulu Jia
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- Sun He
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- Hongmin Chen
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- Zhihao Bai
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- Qi Hou
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- Shipeng Yan
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- Ding Zhou
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- Yiyao Sheng
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- Zhuo Jiang
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- Haohan Xu
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- Haoran Wei
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- Zhang Zhang 0003
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- Pengfei Nie
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- Leqi Zou
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- Sida Zhao
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- Liang Xiang
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- Zherui Liu
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- Zhe Li
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- Xiaoying Jia 0001
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- Jianxi Ye
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- Xin Jin 0008
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- Xin Liu 0086
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reason: "ByteDance's full production account of training LLMs at 10,000+ GPUs, with novel co-design of the network stack, fault tolerance, and collective communication to sustain near-linear scaling."
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- title: 'Harmony: A Congestion-free Datacenter Architecture'
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authors:
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- Saksham Agarwal
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- Qizhe Cai
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- Rachit Agarwal 0001
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- David B. Shmoys
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- Amin Vahdat
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reason: "Proposes rethinking datacenter fabrics to eliminate congestion by construction rather than managing it reactively, achieving line-rate throughput without per-packet feedback from Cornell and Google."
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- title: 'DINT: Fast In-Kernel Distributed Transactions with eBPF'
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authors:
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- Yang Zhou 0008
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- Xingyu Xiang
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- Matthew Kiley
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- Sowmya Dharanipragada
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- Minlan Yu
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reason: "Demonstrates that eBPF programs executing entirely inside the kernel can enforce linearizable, ACID-compliant distributed transactions at dramatically lower latency than user-space approaches."
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- title: Making Kernel Bypass Practical for the Cloud with Junction
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authors:
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- Joshua Fried
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- Gohar Irfan Chaudhry
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- Enrique Saurez
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- Esha Choukse
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- Íñigo Goiri
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- Sameh Elnikety
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- Rodrigo Fonseca
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- Adam Belay
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reason: "Junction (MIT + Microsoft) is the first system to bring full kernel-bypass networking to multi-tenant cloud VMs without requiring application modifications or sacrificing isolation."
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- title: 'SIEVE is Simpler than LRU: an Efficient Turn-Key Eviction Algorithm for Web Caches'
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authors:
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- Yazhuo Zhang
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- Juncheng Yang
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- Yao Yue
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- Ymir Vigfusson
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- K. V. Rashmi
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reason: "Surprising finding that a single-queue eviction policy requiring almost no state changes outperforms LRU and all modern approximations on production web-cache workloads."
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- title: A large-scale deployment of DCTCP
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authors:
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- Abhishek Dhamija
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- Balasubramanian Madhavan
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- Hechao Li
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- Jie Meng
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- Shrikrishna Khare
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- Madhavi Rao
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- Lawrence Brakmo
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- Neil Spring
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- Prashanth Kannan
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- Srikanth Sundaresan
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- Soudeh Ghorbani
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reason: "A rare, candid production report from Meta on deploying DCTCP at hyperscale, surfacing unexpected interactions with heterogeneous hardware, cross-traffic, and operational constraints."
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- title: 'Brain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic Analysis at Line-Speed'
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authors:
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- Jinzhu Yan
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- Haotian Xu
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- Zhuotao Liu
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- Qi Li 0002
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- Ke Xu 0002
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- Mingwei Xu 0001
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- Jianping Wu
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reason: "Executes neural-network inference for traffic classification directly in the programmable switch data plane at line rate, eliminating the round-trip to a CPU-based classifier."
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- title: 'Horus: Granular In-Network Task Scheduler for Cloud Datacenters'
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authors:
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- Parham Yassini
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- Khaled Diab 0001
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- Saeed Mahloujifar
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- Mohamed Hefeeda
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reason: "Offloads microsecond-granularity task scheduling decisions into programmable switches, reducing load-balancing latency by orders of magnitude compared to software schedulers."
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- title: 'CAPA: An Architecture For Operating Cluster Networks With High Availability'
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authors:
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- Bingzhe Liu
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- Colin Scott
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- Mukarram Tariq
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- Andrew D. Ferguson
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- Phillipa Gill
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- Richard Alimi
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- Omid Alipourfard
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- Deepak Arulkannan
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- Virginia Beauregard
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- Patrick Conner
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- Philip Brighten Godfrey
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- Xander Lin
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- Joon Ong
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- Mayur Patel
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- Amr Sabaa
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- Arjun Singh
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- Alex Smirnov
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- Manish Verma
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- Prerepa V. Viswanadham
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- Amin Vahdat
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reason: "Google's production architecture for maintaining five-nines availability in Jupiter-scale cluster networks, detailing how control-plane redundancy and fast failover are achieved in practice."
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- title: Revisiting Congestion Control for Lossless Ethernet
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authors:
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- Yiran Zhang
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- Qingkai Meng 0001
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- Chaolei Hu
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- Fengyuan Ren
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reason: "Identifies fundamental flaws in PFC-based lossless Ethernet that cause cascading head-of-line blocking and proposes a redesigned congestion control that avoids them."
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- title: 'Sirius: Composing Network Function Chains into P4-Capable Edge Gateways'
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authors:
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- Jiaqi Gao
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- Jiamin Cao
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- Yifan Li
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- Mengqi Liu 0001
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- Ming Tang
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- Dennis Cai
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- Ennan Zhai
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reason: "Alibaba's production system for composing arbitrary NF chains into P4-programmed edge gateways, replacing a fleet of dedicated middleboxes and cutting per-packet processing cost significantly."
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- title: 'CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters'
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authors:
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- Sudarsanan Rajasekaran
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- Manya Ghobadi
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- Aditya Akella
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reason: "Shows that ignoring network topology when scheduling ML training jobs causes severe collective-communication contention, and that topology-aware co-scheduling yields substantial throughput gains."
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- title: 'Cloudcast: High-Throughput, Cost-Aware Overlay Multicast in the Cloud'
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authors:
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- Sarah Wooders
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- Shu Liu
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- Paras Jain 0001
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- Xiangxi Mo
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- Joseph E. Gonzalez
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- Vincent Liu 0001
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- Ion Stoica
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reason: "Berkeley/Penn system that builds overlay multicast trees across cloud regions optimized for egress cost, enabling high-throughput data dissemination at a fraction of unicast cloud egress fees."
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