microsoft / dp-transformers

Related projects ⓘ

Alternatives and complementary repositories for dp-transformers

• lxuechen / private-transformers
  A codebase that makes differentially private training of transformers easy.
  ☆158Updated last year
• huseyinatahaninan / Differentially-Private-Fine-tuning-of-Language-Models
  ☆64Updated 2 years ago
• AI-secure / aug-pe
  [ICML 2024] Differentially Private Synthetic Data via Foundation Model APIs 2: Text
  ☆28Updated 3 weeks ago
• microsoft / analysing_pii_leakage
  The repository contains the code for analysing the leakage of personally identifiable (PII) information from the output of next word pred…
  ☆84Updated 2 months ago
• microsoft / prv_accountant
  A fast algorithm to optimally compose privacy guarantees of differentially private (DP) mechanisms to arbitrary accuracy.
  ☆67Updated 8 months ago
• awslabs / fast-differential-privacy
  Fast, memory-efficient, scalable optimization of deep learning with differential privacy
  ☆94Updated 3 weeks ago
• wyshi / lm_privacy
  ☆18Updated 3 years ago
• microsoft / dp-few-shot-generation
  ☆22Updated 11 months ago
• safr-ai-lab / survey-llm
  A survey of privacy problems in Large Language Models (LLMs). Contains summary of the corresponding paper along with relevant code
  ☆61Updated 5 months ago
• VITA-Group / DP-OPT
  [ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer
  ☆32Updated 5 months ago
• microsoft / DPSDA
  [ICLR 2024] Generating DP Synthetic Data without Training
  ☆77Updated 7 months ago
• cleverhans-lab / machine-unlearning
  ☆166Updated last year
• ftramer / LM_Memorization
  Training data extraction on GPT-2
  ☆171Updated last year
• google-deepmind / jax_privacy
  Algorithms for Privacy-Preserving Machine Learning in JAX
  ☆88Updated 4 months ago
• facebookresearch / label_dp_antipodes
  Code to reproduce experiments in "Antipodes of Label Differential Privacy PATE and ALIBI"
  ☆30Updated 2 years ago
• Princeton-SysML / FILM
  Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)
  ☆57Updated last year
• dayu11 / Differentially-Private-Deep-Learning
  This repo implements several algorithms for learning with differential privacy.
  ☆101Updated last year
• jagielski / auditing-dpsgd
  Code for Auditing DPSGD
  ☆35Updated 2 years ago
• iamgroot42 / mimir
  Python package for measuring memorization in LLMs.
  ☆118Updated last month
• microsoft / MICO
  Membership Inference Competition
  ☆31Updated last year
• apple / ml-flair
  A large labelled image dataset for benchmarking in federated learning
  ☆90Updated 8 months ago
• locuslab / tofu
  Landing Page for TOFU
  ☆94Updated 5 months ago
• HongshengHu / membership-inference-machine-learning-literature
  ☆290Updated last week
• trusthlt / dp-bart-private-rewriting
  DP-BART for Privatized Text Rewriting under Local Differential Privacy
  ☆14Updated last week
• arobey1 / smooth-llm
  ☆66Updated 11 months ago
• xlhex / dpnlp
  ☆10Updated 4 years ago
• meghdadk / SCRUB
  ☆38Updated 2 months ago
• ftramer / Handcrafted-DP
  ☆78Updated 2 years ago
• yonsei-sslab / MIA
  🔒 Implementation of Shokri et al(2016) "Membership Inference Attacks against Machine Learning Models"
  ☆30Updated 2 years ago
• facebookresearch / certified-removal
  Certified Removal from Machine Learning Models
  ☆63Updated 3 years ago