Martijn de Vos

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Office BC 164

BC Building (EPFL Campus)

1015 Ecublens

Switzerland

I am a postdoctoral researcher in the Scalable Computing Systems (SACS) Laboratory of EPFL University, focussing on building efficient and scalable machine learning systems. Our lab particularly focusses on distributed machine learning techniques, both within data centers (e.g., LLM inference and training), as well as ML over the Internet (federated and decentralized learning). My research interests include machine learning systems, distributed and decentralized systems, and distributed ledger technology.

Previously: In 2021, I completed my PhD thesis titled Decentralization and Disintermediation in Blockchain-based Marketplaces, under the supervision of Dick Epema and Johan Pouwelse.

I completed my master thesis at Delft University of Technology in 2016. In my master thesis titled Identifying and Managing Technical Debt in Complex Distributed Systems, I improved various aspects of our long-running academic software, named Tribler.

I also have a small company named CodeUp. My primary business activity is the development of mobile application (iOS/Android) and web/email hosting. You can find more information about these activities on the website of CodeUp.

Besides my professional activities, I enjoy travelling, snowboarding, bouldering and reverse engineering software. One of my projects involve the emulation of legacy Apple devices, which software can be found here.

You can find my curriculum vitae here.

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news

Sep 09, 2024 Our paper QuickDrop: Efficient Federated Unlearning via Synthetic Data Generation has been accepted for publication in the Middleware’24 conference.
Aug 24, 2024 Our paper Noiseless Privacy-Preserving Decentralized Learning has been accepted for publication in the PETS’25 conference.
Jul 04, 2024 Our paper Fairness Auditing with Multi-Agent Collaboration has been accepted for publication in the ECAI’24 conference.
Jun 24, 2024 Our paper PeerSwap: A Peer-Sampler with Randomness Guarantees has been accepted for publication in the SRDS’24 conference.
May 20, 2024 Our paper Light-HIDRA: Scalable and decentralized resource orchestration in Fog-IoT environments has been accepted for publication in the Future Generation Computer Systems (FGCS) journal.

latest posts

selected publications

  1. FGCS
    TrustChain: A Sybil-resistant Scalable Blockchain
    Pim Otte, Martijn de Vos, and Johan Pouwelse
    Future Generation Computer Systems, 2020
  2. Middleware
    MATCH: A Decentralized Middleware for Fair Matchmaking In Peer-to-Peer Markets
    Martijn de Vos, Georgy Ishmaev, and Johan Pouwelse
    In Proceedings of the 21st International Middleware Conference, 2020
  3. ECRA
    Decentralizing Components of Electronic Markets to Prevent Gatekeeping and Manipulation
    Martijn de Vos, Georgy Ishmaev, and Johan Pouwelse
    Electronic Commerce Research and Applications, 2022
  4. NEURIPS
    Epidemic Learning: Boosting Decentralized Learning with Randomized Communication
    Martijn de Vos, Sadegh Farhadkhani, Rachid Guerraoui, and 3 more authors
    Advances in neural information processing systems, 2023