Promising Solutions for Privacy-Related Use Cases
Explore the most promising solutions for privacy-related use cases, including the challenges of implementing Homomorphic Encryption (HE) technology and key pain points in the process. Discover potential areas where HE can be a good solution and the demand for Fully Homomorphic Encryption (FHE) systems in addressing privacy issues.
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Presentation Transcript
Use-Case Cycle (Commercial Set-up) Privacy Use-Case We cannot (afford to) provide an HE solution to every privacy-related use-case (at this point in time). #?????? ? What are the most promising use- cases that we can solve? Can HE be a good solution? 1
From Use-Case to FHE-System Demand Use-Case with Privacy Issue (and HE in Mind) #Cycles Construction Pre-step Computation Definition Security Requirements Put it into an HE System Scaling Abstraction (DSL) FHE Service Schemes (Libraries) Compiler Validation Technology Business 2
PoCs 2018 2019 Secure Benchmarking Equal Pay Pooled Buying Joint Economic Lot-size Anomaly Detection for Purchasing Blockchain Consistency Checks Done Work in progress 3
Recurring Pain Points Insufficient set of operators (in the abstraction layer) Efficient construction of operators not straightforward within one scheme (text search, arithmetic, comparison) Manifold data access (different sources of inputs, different destinations of output) and corresponding key management 4
