Practical Applications of Homomorphic Encryption

Practical Applications of Homomorphic Encryption

Simons Institute via YouTube Direct link

Roadmap

2 of 20

2 of 20

Roadmap

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Practical Applications of Homomorphic Encryption

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  1. 1 Intro
  2. 2 Roadmap
  3. 3 What is homomorphic encryption?
  4. 4 Use cases of homomorphic encryption
  5. 5 Some Benchmarks
  6. 6 Application 1 -- Onion Ring ORAM: Oblivious RAM with O(1) communication
  7. 7 Quick intro to ORAM architecture
  8. 8 Access block 1
  9. 9 Optimizing oblivious permutation
  10. 10 Oblivious eviction in ORAM
  11. 11 (Incomplete) Overview of MKHE over ring
  12. 12 Relinearization key generation
  13. 13 New idea for relinearization
  14. 14 MNIST Inference
  15. 15 Recall the SPDZ framework
  16. 16 Our pipeline for matrix triple generation
  17. 17 Optimization: removing the sacrifice . What is sacrifice ? Recall how SPDZ generates authenticated shares
  18. 18 Removing the sacrifice in SPDZ
  19. 19 Microsoft SEAL 3.5
  20. 20 Matrix multiplication performance based on SEAL

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