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@psu-paws

PAWS Research Group @PSU

We work on privacy-preserving ML algorithms and systems.

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  1. CrypTorch CrypTorch Public

    CrypTorch is an MPC-based ML framework built on top of PyTorch, developed and maintained by the PAWS lab at Penn State.

    Python 6 1

  2. FIL_instance_encoding FIL_instance_encoding Public

    Repo for NeurIPS '23 paper "Bounding the Invertibility of Privacy-Preserving Instance Encoding Using Fisher Information"

    Python 4 1

  3. FEDORA-OramSim FEDORA-OramSim Public

    ORAM Simulator written in C++ for FEDORA.

    C++ 1

  4. HummingBird HummingBird Public

    Repo for MLSys '24 paper "Accelerating ReLU for MPC-Based Private Inference with a Communication-Efficient Sign Estimation"

    Python 1

  5. FEDORA-FLSim FEDORA-FLSim Public

    Modifed RF^2 federated learning simulator for evualuating accuracy and efficency of FEDORA.

    Python 1

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