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