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Open AccessJournal ArticleDOI

Fundamental Limits of Caching

Mohammad Ali Maddah-Ali, +1 more
- 11 Mar 2014 - 
- Vol. 60, Iss: 5, pp 2856-2867
TLDR
This paper proposes a novel coded caching scheme that exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared with previously known schemes, and argues that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.
Abstract
Caching is a technique to reduce peak traffic rates by prefetching popular content into memories at the end users. Conventionally, these memories are used to deliver requested content in part from a locally cached copy rather than through the network. The gain offered by this approach, which we term local caching gain, depends on the local cache size (i.e., the memory available at each individual user). In this paper, we introduce and exploit a second, global, caching gain not utilized by conventional caching schemes. This gain depends on the aggregate global cache size (i.e., the cumulative memory available at all users), even though there is no cooperation among the users. To evaluate and isolate these two gains, we introduce an information-theoretic formulation of the caching problem focusing on its basic structure. For this setting, we propose a novel coded caching scheme that exploits both local and global caching gains, leading to a multiplicative improvement in the peak rate compared with previously known schemes. In particular, the improvement can be on the order of the number of users in the network. In addition, we argue that the performance of the proposed scheme is within a constant factor of the information-theoretic optimum for all values of the problem parameters.

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Citations
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Fundamental Limits of Wireless Caching Under Mixed Cacheable and Uncacheable Traffic

TL;DR: In this paper, the authors consider cache-aided wireless communication scenarios where each user requests both a file from an a-priori generated cacheable library (referred to as content) and an uncacheable message generated at the start of the communication session.
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Erasure Coding for Decentralized Coded Caching

TL;DR: It is shown that the proposed technique improves the caching gain compared to the uncoded placement, and surprisingly, the performance of the proposed decentralized placement matches with that of the centralized placement for small cache size.
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Fundamental Limits of Distributed Data Shuffling

TL;DR: A general coded distributed data shuffling scheme is proposed, which achieves the optimal communication load within a factor two; then, an improved scheme achieving the exact optimality for either large memory size or at most four workers in the system is proposed.
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Content Caching Policy for 5G Network Based on Asynchronous Advantage Actor-Critic Method

TL;DR: An algorithm based on asynchronous advantage actor-critic (A3C) to solve the content caching problem and can achieve a low transmission cost and improve the convergence rate in the dynamic environment.
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Enhancing Next-Generation Extended Reality Applications with Coded Caching

TL;DR: This paper examines how novel multi-antenna coded caching techniques can facilitate high-rate low-latency communications and improve users’ quality of experience (QoE) in the authors' envisioned multi-user XR scenario.
References
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Proceedings ArticleDOI

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Comparative Models of the File Assignment Problem

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