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Quantum Communication Advantage in TFNP (2411.03296v2)

Published 5 Nov 2024 in quant-ph and cs.CC

Abstract: We exhibit a total search problem with classically verifiable solutions whose communication complexity in the quantum SMP model is exponentially smaller than in the classical two-way randomized model. Our problem is a bipartite version of a query complexity problem recently introduced by Yamakawa and Zhandry (JACM 2024). We prove the classical lower bound using the structure-vs-randomness paradigm for analyzing communication protocols.

Summary

  • The paper establishes a total search problem in TFNP where a quantum SMP protocol uses poly(n) bits, while classical protocols require 2^(n^Ω(1)) bits.
  • The methodology leverages the structure vs. randomness paradigm and list-recoverable codes to achieve a verifiable and efficient quantum protocol.
  • The findings highlight quantum communication’s potential for exponential speed-ups and spur further research in multi-party systems and NISQ devices.

Incisive Assessment of Quantum Communication Advantage in TFNP

The paper presents a distinct analysis of a total search problem that reveals an exponential advantage in quantum communication over classical models within the framework of communication complexity. At the heart of this research is a focus on the quantum simultaneous message-passing model (SMP), as opposed to classical two-way randomized communication. The authors establish a particular search problem, termed Bipartite NullCodeword, showcasing a significant separation between these models. Furthermore, the quantum protocol devised is noted for being computationally efficient, and crucially, its solutions are classically verifiable, situating the problem within the complexity class TFNP (Total Functional NP).

Key Contributions and Methodology

The central claim of this paper is encapsulated in Theorem 1, which asserts the existence of a total two-party search problem that admits a quantum SMP protocol with communication complexity of poly(n) bits while necessitating 2nΩ(1) bits in its classical counterpart. This striking separation speaks volumes about the feasibility of leveraging quantum communication for exponential speed-ups, even in scenarios devoid of structural promises—an area historically challenging for such separations.

The verifiability and efficiency of the presented quantum SMP protocol significantly enhance its applicability for demonstrating unconditional quantum advantage. With solutions that can be efficiently confirmed through classical channels, the results align with practical requirements for adopting quantum supremacy paradigms in experiments.

Technical Foundations

The analysis pivots on crucial insights drawn from several branches of theoretical computer science:

  1. Structure vs. Randomness Paradigm: This approach is employed to set the foundation for classical lower bound proofs essential to this separation.
  2. Ellaboration on the Yamakawa–Zhandry Problem: A pivotal underpinning in the quantum computational advantage discourse, the Yamakawa–Zhandry problem is leveraged and extended into a communication variant, inspiring the pivotal Bipartite NullCodeword problem.
  3. List-Recoverable Codes: By carefully selecting parameters for a folded Reed-Solomon code, the research ensures data verifiability and dual-decodability, critical for maintaining quantum protocol robustness under the stipulated input distribution biases.

Implications and Future Work

This work stands as a stark indication of quantum communication's potential in optimizing computational tasks over traditional classical models. The implications extend from theoretical pursuits to practical implementations in contemporary quantum systems.

The indefinite quantum-classical separation paved by this work prompts further explorations into total boolean functions, potential applications in k-party communications, and exploring quantum benefits within NISQ devices. Further research could illuminate the broader impacts of quantum communication efficiency, corroborating the efficacy of such models beyond purely theoretical explorations.

The paper elucidates a new field for quantum advantage demonstrations specifically where verifiability coexists with efficiency. Future investigations are suggested to continue probing the nuanced separation of classical and quantum communication paradigms—particularly within the subset of total problems—and the delineation of quantum multiplicity potential in more generalized communication models.

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