4.5 Article

Resolving the Feedback Bottleneck of Multi-Antenna Coded Caching

Journal

IEEE TRANSACTIONS ON INFORMATION THEORY
Volume 68, Issue 4, Pages 2331-2348

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2021.3139013

Keywords

Coded caching; multi-antenna transmission; channel state information; feedback cost; cache-aided MISO

Funding

  1. Agence Nationale de la Recherche (ANR) under the ANR Project ECOLOGICAL-BITS-AND-FLOPS
  2. European Research Council under the EU Horizon 2020 Research and Innovation Program/ERC Grant (ERC Project DUALITY) [725929]
  3. European Research Council under the ERC Grant (Project CARENET) [789190]
  4. European Research Council (ERC) [789190] Funding Source: European Research Council (ERC)

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This paper investigates the optimal tradeoff between feedback costs and DoF performance in multi-antenna cache-aided wireless networks. It proposes a novel algorithm and information-theoretic converse to achieve optimal linear DoF performance with partial channel state information. In practice, caching can provide unbounded gains without additional feedback costs, enhancing the performance of multi-antenna systems.
Multi-antenna cache-aided wireless networks were thought to suffer from a severe feedback bottleneck, since achieving the maximal Degrees-of-Freedom (DoF) performance required feedback from all served users for the known transmission schemes. These feedback costs match the caching gains and thus scale with the number of users. In the context of the L-antenna Multiple-Input Single Output broadcast channel with K receivers, each having normalized cache size gamma, we pair a fundamentally novel algorithm together with a new information-theoretic converse and identify the optimal tradeoff between feedback costs and DoF performance, by showing that having channel state information from only C < L served users implies an optimal one-shot linear DoF of C + K gamma. As a side consequence of this, we also now understand that the well known DoF performance L + K gamma is in fact exactly optimal. In practice, the above means that we are able to disentangle caching gains from feedback costs, thus achieving unbounded caching gains at the mere feedback cost of the multiplexing gain. This further solidifies the role of caching in boosting multi-antenna systems; caching now can provide unbounded DoF gains over multi-antenna downlink systems, at no additional feedback costs. The above results are extended to also include the corresponding multiple transmitter scenario with caches at both ends.

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