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Towards Characterizing the Download Cost of Cache-Aided Private Updating
Bryttany Stark1, Ahmed Arafa1, Karim Banawan2,3
1Department of Electrical and Computer Engineering, University of North Carolina at Charlotte, Charlotte, NC 28223, USA.
This study introduces a novel private information retrieval (PIR) scheme for efficiently updating outdated messages from replicated databases. The new approach significantly reduces download costs by jointly optimizing data caching and retrieval strategies.
Area of Science:
- Information Theory
- Computer Science
- Cryptography
Background:
- Users often possess outdated versions of messages stored across multiple databases.
- Existing cache-aided private information retrieval (PIR) schemes face challenges in optimizing download costs.
- Unknown prefetching strategies by users complicate database interactions.
Purpose of the Study:
- To jointly design prefetching and PIR strategies for minimizing download costs when updating messages.
- To develop a novel cache-aided PIR scheme for retrieving updated messages from replicated databases.
- To analyze the trade-offs between caching ratio and download efficiency.
Main Methods:
- A novel PIR scheme based on syndrome decoding is proposed, utilizing cached linear combinations as syndrome bits.
- General lower and achievable upper bounds on the optimal download cost are derived.
- Cache-aided arbitrary message length PIR schemes are developed to establish these bounds.
Main Results:
- The proposed scheme demonstrates significant download cost reduction when the number of differing bits (f) is less than half the message length (L/2).
- Achieved upper and derived lower bounds on download cost coincide for specific scenarios: low/high caching ratios (r) or K=3 messages.
- The effectiveness of the joint design is validated across various parameters.
Conclusions:
- The proposed syndrome decoding-based PIR scheme offers a significant improvement in download efficiency for updating messages from replicated databases.
- The developed bounds provide theoretical insights into the optimal performance of cache-aided PIR systems.
- The joint optimization of prefetching and PIR is crucial for minimizing data retrieval costs in distributed systems.
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