English

Adding transmitters dramatically boosts coded-caching gains for finite file sizes

Information Theory 2018-02-12 v1 math.IT

Abstract

In the context of coded caching in the KK-user BC, our work reveals the surprising fact that having multiple (LL) transmitting antennas, dramatically ameliorates the long-standing subpacketization bottleneck of coded caching by reducing the required subpacketization to approximately its LLth root, thus boosting the actual DoF by a multiplicative factor of up to LL. In asymptotic terms, this reveals that as long as LL scales with the theoretical caching gain, then the full cumulative (multiplexing + full caching) gains are achieved with constant subpacketization. This is the first time, in any known setting, that unbounded caching gains appear under finite file-size constraints. The achieved caching gains here are up to LL times higher than any caching gains previously experienced in any single- or multi-antenna fully-connected setting, thus offering a multiplicative mitigation to a subpacketization problem that was previously known to hard-bound caching gains to small constants. The proposed scheme is practical and it works for all values of K,LK,L and all cache sizes. The scheme's gains show in practice: e.g. for K=100K=100, when L=1L=1 the theoretical caching gain of G=10G=10, under the original coded caching algorithm, would have needed subpacketization S1=(KG)=(10010)>1013S_1 = \binom{K}{G}= \binom{100}{10} > 10^{13}, while if extra transmitting antennas were added, the subpacketization was previously known to match or exceed S1S_1. Now for L=5L=5, our scheme offers the theoretical (unconstrained) cumulative DoF dL=L+G=5+10=15d_L = L+G = 5+10=15, with subpacketization SL=(K/LG/L)=(100/510/5)=190S_L=\binom{K/L}{G/L} =\binom{100/5}{10/5} = 190. The work extends to the multi-server and cache-aided IC settings, while the scheme's performance, given subpacketization SL=(K/LG/L)S_L=\binom{K/L}{G/L}, is within a factor of 2 from the optimal linear sum-DoF.

Keywords

Cite

@article{arxiv.1802.03389,
  title  = {Adding transmitters dramatically boosts coded-caching gains for finite file sizes},
  author = {Eleftherios Lampiris and Petros Elia},
  journal= {arXiv preprint arXiv:1802.03389},
  year   = {2018}
}

Comments

29 pages

R2 v1 2026-06-23T00:17:23.695Z