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Eigenvector Protocol Suite v4.0.4: A Real-Time Security Monitor for Quantum Key Distribution

Daniel Süß

Published Apr 11, 2026• 0 citations
Publisher

Abstract

This document announces the release and empirical validation of the Eigenvector Protocol Suite v4.0.4, a commercial-grade software implementation of the mathematical framework introduced in the preprint "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol." The software provides a real-time security layer for Quantum Key Distribution (QKD) networks by analyzing the Fourier decomposition of angular correlation functions. We report the successful validation of the software against two distinct real-world datasets: a 184,850-measurement QKD dataset and the NANOGrav 15-year pulsar timing array dataset. The software correctly distinguishes between device noise and structural anomalies, demonstrating its domain-agnostic capability to enforce Information Causality constraints. Note: The source code, architectural details, and proprietary algorithms of the Suite v4.0.4 are closed-source and not included in this publication. This document serves to establish the priority of the software's capabilities and empirical validation.

DOI
10.5281/zenodo.19511820

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Reviewing Süß (2026), "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol"

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Süß (2026) presents a concise yet technically ambitious five-page preprint that claims to close a longstanding axiomatic gap in the information-theoretic reconstruction of bipartite quantum correlations. By introducing an explicitly constructed N-bit Random Access Code (RAC) protocol—the "Eigenvector Protocol"—the author proves analytically and verifies numerically that the principle of Information Causality (IC) alone enforces the positive semi-definiteness (PSD) of all Fourier-harmonic components of the bipartite correlation kernel for every integer k ≥ 1. This result completes the derivation chain No-Signaling + Rotational Covariance + IC ⇒ E(Δθ) = −cos(Δθ) that had previously relied on partial or numerical evidence. The work is self-contained, device-independent in spirit, and directly addresses the open Mamun, SM (2026)……………………….1 Reviewing Süß (2026), "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol" question left by Pawłowski et al. (2009) and subsequent numerical scans (Süß, 2025, 2026a, 2026b). This paper outlines a detailed summary, methodological critique, comparison with prior literature, assessment of strengths and limitations, and discussion of broader implications. Mamun, SM (2026)……………………….2 Reviewing Süß (2026), "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol" Also available on Academia.edu: https://www.academia.edu/attachments/132327893/download_file?s=portfolio

•Jan 1, 2026•0 citations

The Eigenvector Protocol for Information Causality: Theoretical Foundations and Photonic Implementation Pathways (Vol-I)

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The principle of Information Causality (IC) has served as a fundamental postulate in quantum information theory, establishing critical bounds on the strength of quantum correlations and differentiating the quantum formalism from generalized non-signaling theories. While IC successfully recovers the Tsirelson bound for the first Fourier harmonic of the bipartite correlation function, its ability to enforce the full positive semi-definiteness (PSD) of the correlation kernel for all higher-order harmonics has remained a persistent axiomatic gap. Traditional Random Access Code (RAC) protocols, reliant on fixed-basis encodings, are intrinsically blind to high-frequency negative harmonics. This paper provides an exhaustive analysis of the Eigenvector Protocol—a novel -bit RAC utilizing a probabilistic mixing strategy over the eigenvector components of the correlation kernel matrix—which definitively proves that IC enforces kernel positivity for all harmonics. Furthermore, this report extensively investigates the physical implementation of the Eigenvector Protocol utilizing state-of-the-art integrated photonics. We analyze the severe scalability limitations of bulk quantum optics and traditional Mach-Zehnder Interferometer (MZI) meshes, including phase noise, temporal distributed crosstalk, and quantization errors. Also available on Academia.edu: https://www.academia.edu/attachments/132330461/download_file?s=portfolio

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The convergence of advanced photonic hardware and foundational quantum information principles offers a pathway to close critical security loopholes in device-independent quantum key distribution (DI-QKD). This article examines the Eigenvector Protocol, realised on phase-change material (PCM)-augmented photonic processors such as LightPro, as a physical implementation of device-independent harmonic spectroscopy. By scaling random access code (RAC) games and computing the Information Causality (IC) sum, the protocol empirically certifies the positive semidefiniteness (PSD) of bipartite correlation kernels without assuming quantum mechanics. This capability bounds the "post-quantum" regime—encompassing almost-quantum correlations described by relaxations of the Navascués–Pironio–Acín (NPA) hierarchy—ensuring that any violation of kernel positivity inevitably breaches Information Causality. In cryptographic terms, it eliminates the finite-resource loophole that could allow supra-quantum adversaries to compromise DI-QKD. Scaling integrated photonic circuits thus becomes a cryptographic imperative, not merely an engineering goal. (Süß, 2025; Navascués et al., 2015; Pawłowski et al., 2009). Also available on Academia.edu: https://www.academia.edu/attachments/132331018/download_file?s=portfolio

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Information Causality Enforces Kernel Positivity: A Complete Proof via the Eigenvector Protocol (Part 4)

Daniel Süß

Part 6 of this record supersedes Parts 1-5. Earlier parts conjectured that Information Causality (IC) alone enforces the positive-semidefinite (PSD) structure of translation-invariant correlation kernels; the Sole-Origin and Eigenvector versions (Parts 1, 4, 5) claimed constructive proofs. This paper withdraws those proofs and replaces them with what can be proven. Two structure theorems show the withdrawal is structural, not incidental. The Barrier Lemma: any protocol whose measurement settings are independent of the encoded data satisfies S ≤ E(0)²‖u‖₂² ≤ 1, for every Bob strategy and every resource model (verified by exhaustive maximization over all Bob functions at N=4). The Pyramid Factorization Theorem: the Pawłowski concatenation satisfies S_{2ⁿ} = Π levels ≤ (sup S₂)ⁿ, so nesting can never rescue a kernel that a single level cannot detect. Two positive results take their place. A visibility dichotomy: at sub-unit visibility, explicitly non-PSD kernels are quantum-realizable via a Tsirelson factorization with sign-flipped harmonics, so no correlation principle can enforce PSD there; at unit visibility (E(0) = −1), Cauchy-Schwarz rigidity forces single-family Gram structure. The main theorem: Macroscopic Locality implies kernel positivity at unit visibility (via the Q¹ characterization of ML plus the rigidity argument). The axiomatic gap open since Pawłowski et al. (2009) is thereby closed, by Macroscopic Locality. Corollary: every unit-visibility non-PSD kernel lies outside the Almost-Quantum set, confirmed numerically by robust NPA-1+AB semidefinite programming (N = 7 settings, Clarabel, PSD control at 10⁻⁹). Whether the strictly weaker principle IC suffices remains open, and is sharpened by seven benchmark kernels, unit visibility, non-PSD, provably outside Almost Quantum, that resist every IC protocol tested: optimized N=2/3 functionals, general random-access codes up to four bits, the full concatenation pyramid with free angles, linear parity encodings, entropic and mutual-information functionals, and continuous-angle protocols. Either a fundamentally new protocol detects them (IC ⇒ PSD), or one of them satisfies IC (IC strictly weaker than ML here). Both outcomes are discoveries; the benchmark coefficients are given in full and machine-readable. An open verification suite (6 self-contained Python scripts, MIT license, ~90 s runtime) is included and reproduces every numerical claim: kernel validity, the Barrier Lemma (three exact checks), the Pyramid Factorization, the Tsirelson factorization of the dichotomy, the NPA-1+AB distances for all seven benchmarks, and the H² bound. Following the documentation practice of this series, all withdrawn claims and their precise failure modes are recorded, including one hypothesis raised and refuted during review of this work.

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Quantum Key Distribution (QKD) is revolutionizing cryptography by promising information-theoretic security through the immutable laws of quantum mechanics. Yet, the challenge of transforming these idealized security models into practical, resilient systems remains a pressing issue, especially as quantum computing evolves. In this review, we critically dissect and synthesize the latest advancements in QKD protocols and their security vulnerabilities, with a strong emphasis on rigorous security proofs. We actively categorize contemporary QKD schemes into three key classes: uncertainty principle-based protocols (e.g., BB84), hybrid architectures that enable secure direct communication (eg, three-stage protocol), and continuous-variable frameworks. We further include two modern classes of QKD protocols, namely Twin-field QKD and Device-Independent QKD, both of which were developed to have practical implementations over the last decade. Moreover, we highlight important experimental breakthroughs and innovative mitigation strategies, including the deployment of advanced Quantum Error Correction Codes (QECCs), that significantly enhance channel fidelity and system robustness. By mapping the current landscape, from sophisticated quantum attacks to state-of-the-art error correction methods, this review fills an important gap in the literature. To bring everything together, the relevance of this review concerning quantum augmented networks (QuANets) is also presented. This allows the readers to gain a comprehensive understanding of the security promises of quantum key distribution from theoretical proofs to experimental validations.

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Quantum key distribution with correlated sources

Margarida Pereira, Go Kato, Akihiro Mizutani +2 more

In theory, quantum key distribution (QKD) offers information-theoretic security. In practice, however, it does not due to the discrepancies between the assumptions used in the security proofs and the behavior of the real apparatuses. Recent years have witnessed a tremendous effort to fill the gap, but the treatment of correlations among pulses has remained a major elusive problem. Here, we close this gap by introducing a simple yet general method to prove the security of QKD with arbitrarily long-range pulse correlations. Our method is compatible with those security proofs that accommodate all the other typical device imperfections, thus paving the way toward achieving implementation security in QKD with arbitrary flawed devices. Moreover, we introduce a new framework for security proofs, which we call the reference technique. This framework includes existing security proofs as special cases, and it can be widely applied to a number of QKD protocols.

arXiv:1908.08261•Science Advances•Sep 9, 2020•92 citations
This document announces the release and empirical validation of the Eigenvector Protocol Suite v4.0.4, a commercial-grade software implementation of the mathematical framework introduced in the preprint "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol." The software provides a real-time security layer for Quantum Key Distribution (QKD) networks by analyzing the Fourier decomposition of angular correlation functions. We report the successful validation of the software against two distinct real-world datasets: a 184,850-measurement QKD dataset and the NANOGrav 15-year pulsar timing array dataset. The software correctly distinguishes between device noise and structural anomalies, demonstrating its domain-agnostic capability to enforce Information Causality constraints. Note: The source code, architectural details, and proprietary algorithms of the Suite v4.0.4 are closed-source and not included in this publication. This document serves to establish the priority of the software's capabilities and empirical validation.
Süß (2026) presents a concise yet technically ambitious five-page preprint that claims to close a longstanding axiomatic gap in the information-theoretic reconstruction of bipartite quantum correlations. By introducing an explicitly constructed N-bit Random Access Code (RAC) protocol—the "Eigenvector Protocol"—the author proves analytically and verifies numerically that the principle of Information Causality (IC) alone enforces the positive semi-definiteness (PSD) of all Fourier-harmonic components of the bipartite correlation kernel for every integer k ≥ 1. This result completes the derivation chain No-Signaling + Rotational Covariance + IC ⇒ E(Δθ) = −cos(Δθ) that had previously relied on partial or numerical evidence. The work is self-contained, device-independent in spirit, and directly addresses the open Mamun, SM (2026)……………………….1 Reviewing Süß (2026), "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol" question left by Pawłowski et al. (2009) and subsequent numerical scans (Süß, 2025, 2026a, 2026b). This paper outlines a detailed summary, methodological critique, comparison with prior literature, assessment of strengths and limitations, and discussion of broader implications. Mamun, SM (2026)……………………….2 Reviewing Süß (2026), "Information Causality Implies Kernel Positivity: A Complete Proof via the Eigenvector Protocol" Also available on Academia.edu: https://www.academia.edu/attachments/132327893/download_file?s=portfolio
The principle of Information Causality (IC) has served as a fundamental postulate in quantum information theory, establishing critical bounds on the strength of quantum correlations and differentiating the quantum formalism from generalized non-signaling theories. While IC successfully recovers the Tsirelson bound for the first Fourier harmonic of the bipartite correlation function, its ability to enforce the full positive semi-definiteness (PSD) of the correlation kernel for all higher-order harmonics has remained a persistent axiomatic gap. Traditional Random Access Code (RAC) protocols, reliant on fixed-basis encodings, are intrinsically blind to high-frequency negative harmonics. This paper provides an exhaustive analysis of the Eigenvector Protocol—a novel -bit RAC utilizing a probabilistic mixing strategy over the eigenvector components of the correlation kernel matrix—which definitively proves that IC enforces kernel positivity for all harmonics. Furthermore, this report extensively investigates the physical implementation of the Eigenvector Protocol utilizing state-of-the-art integrated photonics. We analyze the severe scalability limitations of bulk quantum optics and traditional Mach-Zehnder Interferometer (MZI) meshes, including phase noise, temporal distributed crosstalk, and quantization errors. Also available on Academia.edu: https://www.academia.edu/attachments/132330461/download_file?s=portfolio
The convergence of advanced photonic hardware and foundational quantum information principles offers a pathway to close critical security loopholes in device-independent quantum key distribution (DI-QKD). This article examines the Eigenvector Protocol, realised on phase-change material (PCM)-augmented photonic processors such as LightPro, as a physical implementation of device-independent harmonic spectroscopy. By scaling random access code (RAC) games and computing the Information Causality (IC) sum, the protocol empirically certifies the positive semidefiniteness (PSD) of bipartite correlation kernels without assuming quantum mechanics. This capability bounds the "post-quantum" regime—encompassing almost-quantum correlations described by relaxations of the Navascués–Pironio–Acín (NPA) hierarchy—ensuring that any violation of kernel positivity inevitably breaches Information Causality. In cryptographic terms, it eliminates the finite-resource loophole that could allow supra-quantum adversaries to compromise DI-QKD. Scaling integrated photonic circuits thus becomes a cryptographic imperative, not merely an engineering goal. (Süß, 2025; Navascués et al., 2015; Pawłowski et al., 2009). Also available on Academia.edu: https://www.academia.edu/attachments/132331018/download_file?s=portfolio
Part 6 of this record supersedes Parts 1-5. Earlier parts conjectured that Information Causality (IC) alone enforces the positive-semidefinite (PSD) structure of translation-invariant correlation kernels; the Sole-Origin and Eigenvector versions (Parts 1, 4, 5) claimed constructive proofs. This paper withdraws those proofs and replaces them with what can be proven. Two structure theorems show the withdrawal is structural, not incidental. The Barrier Lemma: any protocol whose measurement settings are independent of the encoded data satisfies S ≤ E(0)²‖u‖₂² ≤ 1, for every Bob strategy and every resource model (verified by exhaustive maximization over all Bob functions at N=4). The Pyramid Factorization Theorem: the Pawłowski concatenation satisfies S_{2ⁿ} = Π levels ≤ (sup S₂)ⁿ, so nesting can never rescue a kernel that a single level cannot detect. Two positive results take their place. A visibility dichotomy: at sub-unit visibility, explicitly non-PSD kernels are quantum-realizable via a Tsirelson factorization with sign-flipped harmonics, so no correlation principle can enforce PSD there; at unit visibility (E(0) = −1), Cauchy-Schwarz rigidity forces single-family Gram structure. The main theorem: Macroscopic Locality implies kernel positivity at unit visibility (via the Q¹ characterization of ML plus the rigidity argument). The axiomatic gap open since Pawłowski et al. (2009) is thereby closed, by Macroscopic Locality. Corollary: every unit-visibility non-PSD kernel lies outside the Almost-Quantum set, confirmed numerically by robust NPA-1+AB semidefinite programming (N = 7 settings, Clarabel, PSD control at 10⁻⁹). Whether the strictly weaker principle IC suffices remains open, and is sharpened by seven benchmark kernels, unit visibility, non-PSD, provably outside Almost Quantum, that resist every IC protocol tested: optimized N=2/3 functionals, general random-access codes up to four bits, the full concatenation pyramid with free angles, linear parity encodings, entropic and mutual-information functionals, and continuous-angle protocols. Either a fundamentally new protocol detects them (IC ⇒ PSD), or one of them satisfies IC (IC strictly weaker than ML here). Both outcomes are discoveries; the benchmark coefficients are given in full and machine-readable. An open verification suite (6 self-contained Python scripts, MIT license, ~90 s runtime) is included and reproduces every numerical claim: kernel validity, the Barrier Lemma (three exact checks), the Pyramid Factorization, the Tsirelson factorization of the dichotomy, the NPA-1+AB distances for all seven benchmarks, and the H² bound. Following the documentation practice of this series, all withdrawn claims and their precise failure modes are recorded, including one hypothesis raised and refuted during review of this work.
Quantum Key Distribution (QKD) is revolutionizing cryptography by promising information-theoretic security through the immutable laws of quantum mechanics. Yet, the challenge of transforming these idealized security models into practical, resilient systems remains a pressing issue, especially as quantum computing evolves. In this review, we critically dissect and synthesize the latest advancements in QKD protocols and their security vulnerabilities, with a strong emphasis on rigorous security proofs. We actively categorize contemporary QKD schemes into three key classes: uncertainty principle-based protocols (e.g., BB84), hybrid architectures that enable secure direct communication (eg, three-stage protocol), and continuous-variable frameworks. We further include two modern classes of QKD protocols, namely Twin-field QKD and Device-Independent QKD, both of which were developed to have practical implementations over the last decade. Moreover, we highlight important experimental breakthroughs and innovative mitigation strategies, including the deployment of advanced Quantum Error Correction Codes (QECCs), that significantly enhance channel fidelity and system robustness. By mapping the current landscape, from sophisticated quantum attacks to state-of-the-art error correction methods, this review fills an important gap in the literature. To bring everything together, the relevance of this review concerning quantum augmented networks (QuANets) is also presented. This allows the readers to gain a comprehensive understanding of the security promises of quantum key distribution from theoretical proofs to experimental validations.
In theory, quantum key distribution (QKD) offers information-theoretic security. In practice, however, it does not due to the discrepancies between the assumptions used in the security proofs and the behavior of the real apparatuses. Recent years have witnessed a tremendous effort to fill the gap, but the treatment of correlations among pulses has remained a major elusive problem. Here, we close this gap by introducing a simple yet general method to prove the security of QKD with arbitrarily long-range pulse correlations. Our method is compatible with those security proofs that accommodate all the other typical device imperfections, thus paving the way toward achieving implementation security in QKD with arbitrary flawed devices. Moreover, we introduce a new framework for security proofs, which we call the reference technique. This framework includes existing security proofs as special cases, and it can be widely applied to a number of QKD protocols.