Starting point
Reference list
PhD application guidelines
Big Data System
- Index
  - Architecture
    Storage
    Sun's Network File System (NFS)
  - Execution Engine, Resource Negotiator, Schedulers
    Execution Engines
    Resource Negotiator
    Schedulers
  - Machine Learning
  - SQL Framework
  - Stream Processing
  - Graph Processing
  - Potpourri: Hardware, Serverless and Approximation
Operating System
- Index
  - OSTEP
    Virtualization
    CPU Abstraction: the Process
    Interlude: Process API
    Mechanism: Limited Direct Execution
    Intro
Networking
- Index
  - CS 294 (Distributed System)
    Week 1 - Global State and Clocks
    Distributed Snapshots: Determining Global States of Distributed Systems
    Time, Clocks, and the Ordering of Events in a Distributed System
    Weak 5 - Weak Consistency
    Dynamo: Amazon's Highly Available Key-value Store
    Replicating Data Consistency Explained Through Baseball
    Managing update conflicts in Bayou, a weakly connected replicated storage system
  - CS 268 (Adv Network)
    Intro
    Internet Architecture
    Towards an Active Network Architecture
    The Design Philosophy of the DARPA Internet Protocols
    Beyond best-effort/Unicast
    Core Based Trees (CBT)
    Multicast Routing in Internetworks and Extended LANs
    Congestion Control
    SDN
    ONIX: A Distributed Control Platform for Large-scale Production Networks
    B4: Experience with a Globally-Deployed Software Defined WAN
    How SDN will shape networking
    The Future of Networking, and the Past of Protocols
    Datacenter Networking
    Fat tree
    Jellyfish
    BGP
    The Case for Separating Routing from Routers
    Programmable Network
    NetCache
    RMT
    Datacenter Congestion Control
    Swift
    pFabric
    WAN CC
    Starvation (Sigcomm 22)
    P2P
    Design and Evaluation of IPFS: A Storage Layer for the Decentralized Web
    The Impact of DHT Routing Geometry on Resilience and Proximity
    Net SW
    mTCP
    The Click modular router
    NFV
    Performance Interfaces for Network Functions
    Making Middleboxes Someone Else's Problem: Network Processing as a Cloud Service
    Ethics
    On the morals of network research and beyond
    The collateral damage of internet censorship by DNS injection
    Encore: Lightweight Measurement of Web Censorship with Cross-Origin Requests
    Low Latency
    Aquila: A unified, low-latency fabric for datacenter networks
    cISP: A Speed-of-Light Internet Service Provider
    Disaggregation
    Network Requirements for Resource Disaggregation
    Tenant Networking
    Invisinets
    NetHint: While-Box Networking for Multi-Tenant Data Centers
    Verification
    A General Approach to Network Configuration Verification
    Header Space Analysis: Static Checking for Networks
    ML
    SwitchML
    Fast Distributed Deep Learning over RDMA
  - Computer Networking: A Top-Down Approach
    Chapter 1. Computer Network and the Internet
    1.1 What Is the Internet?
    1.2 The Network Edge
    1.3 The Network Core
    Stanford CS144
    Chapter 1
    1.1 A Day in the Life of an Application
    1.2 The 4-Layer Internet Model
    1.3 The IP Service Model
    1.4 A Day in the Life of a Packet
    1.6 Layering Principle
    1.7 Encapsulation Principle
    1.8 Memory layout and Endianness
    1.9 IPv4 Addresses
    1.10 Longest Prefix Match
    1.11 Address Resolution Protocol (ARP)
    1.12 The Internet and IP Recap
  - Reading list
    Elastic hyperparameter tuning on the cloud
    Rethinking Networking Abstractions for Cloud Tenants
    Democratizing Cellular Access with AnyCell
    Dagger: Efficient and Fast RPCs in Cloud Microservices in Near-Memory Reconfigurable NICs
    Sage: Practical & Scalable ML-Driven Performance Debugging in Microservices
    Faster and Cheaper Serverless Computing on Harvested Resources
    Network-accelerated Distributed Machine Learning for Multi-Tenant Settings
    User-Defined Cloud
    LegoOS: A Disseminated Distributed OS for Hardware Resource Disaggregation
    Beyond Jain's Fairness Index: Setting the Bar For The Deployment of Congestion Control Algorithms
    IncBricks: Toward In-Network Computation with an In-Network Cache
Persistence
- Index
  - Hardware
    Enhancing Lifetime and Security of PCM-Based Main Memory with Start-Gap Wear Leveling
    An Empirical Guide to the Behavior and Use of Scalable Persistent Memory
Database
- Index
Group
Cloud Computing
- Index
  - Cloud Reading Group
    Owl: Scale and Flexibility in Distribution of Hot Contents
    RubberBand: cloud-based hyperparameter tuning
Distributed System
- Distributed Systems Lecture Series
  - 1.1 Introduction
Conference
- Index
  - Stanford Graph Learning Workshop
    Overview of Graph Representation Learning
  - NSDI 2022
  - OSDI 21
    Graph Embeddings and Neural Networks
    Data Management
    Storage
    Preview
    Optimizations and Scheduling for ML
    Oort: Efficient Federated Learning via Guided Participant Selection
    PET: Optimizing Tensor Programs with Partially Equivalent Transformations and Automated Corrections
  - HotOS 21
    FlexOS: Making OS Isolation Flexible
  - NSDI 21
    Distributed System
    Fault-Tolerant Replication with Pull-Based Consensus in MongoDB
    Ownership: A Distributed Futures System for Fine-Grained Tasks
    Caerus: NIMBLE Task Scheduling for Serverless Analytics
    Ship Computer or Data? Why not both?
    EPaxos Revisited
    MilliSort and MilliQuery: Large-Scale Data-Intensive Computing in Milliseconds
    TEGRA: Efficient Ad-Hoc Analytics on Evolving Graphs
    GAIA: A System for Interactive Analysis on Distributed Graphs Using a High-Level Language
  - CIDR 21
    Cerebro: A Layered Data Platform for Scalable Deep Learning
    Magpie: Python at Speed and Scale using Cloud Backends
    Lightweight Inspection of Data Preprocessingin Native Machine Learning Pipelines
    Lakehouse: A New Generation of Open Platforms that UnifyData Warehousing and Advanced Analytics
  - MLSys 21
    Chips and Compilers Symposium
    Support sparse computations in ML
  - SOSP 21
    SmartNic
    LineFS: Efficient SmartNIC offload of a distributed file system with pipeline parallelism
    Xenic: SmartNIC-accelerated distributed transacitions
    Graphs
    Mycelium: Large-Scale Distributed Graph Queries with Differential Privacy
    dSpace: Composable Abstractions for Smart Spaces
    Consistency
    Efficient and Scalable Thread-Safety Violation Detection
    Understanding and Detecting Software Upgrade Failures in Distributed Systems
    NVM
    HeMem: Scalable Tiered Memory Management for Big Data Applications and Real NVM
    Learning
    Bladerunner: Stream Processing at Scale for a Live View of Backend Data Mutations at the Edge
    Faster and Cheaper Serverless Computing on Harvested Resources
Random
- Reading List
  - Random Thoughts
  - Hesse
  - Anxiety
Grad School
- Index
  - Resources for undergraduate students

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