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cs.CVcs.AIcs.LGRecentMay 27, 2026

Do We Really Need Quantum Machine Learning?: A Multidimensional Empirical Study

Sudip Vhaduri, Ryan Gammon, Sayanton Dibbo

This study empirically benchmarks classical and quantum machine learning models for image recognition, finding that while quantum models offer superior accuracy and resource efficiency at high dimensi…

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cs.CRRecentMay 5, 2026

The Infinite Mutation Engine? Measuring Polymorphism in LLM-Generated Offensive Code

Gabriel Hortea, Juan Tapiador

This paper quantifies the polymorphic capacity of a commercial LLM, demonstrating that it can cheaply generate large populations of structurally diverse, yet behaviorally equivalent, offensive code pa…

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cs.CRcs.SEquant-phRecentApr 8, 2026

Broken Quantum: A Systematic Formal Verification Study of Security Vulnerabilities Across the Open-Source Quantum Computing Simulator Ecosystem

Dominik Blain

The paper presents Broken Quantum, a comprehensive formal security audit that identifies 547 security vulnerabilities across 45 open-source quantum computing simulators, revealing critical flaws in me…

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quant-phcs.CRmath.CORecentMay 17, 2026

Module Lattice Security (Part IV): Probabilistic Polynomial Quantum Attack on Module-LWE over 2-Power Cyclotomics

Ming-Xing Luo

This paper presents a quantum attack on Module-LWE based lattice schemes like ML-KEM, demonstrating a polynomial-time quantum algorithm with a high success probability.

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cs.CRcs.SEquant-phRecentApr 1, 2026

Quantum-Safe Code Auditing: LLM-Assisted Static Analysis and Quantum-Aware Risk Scoring for Post-Quantum Cryptography Migration

Animesh Shaw

The paper introduces Quantum-Safe Code Auditor, a novel static analysis framework that uses LLMs and quantum-aware risk scoring to automatically detect and prioritize quantum-vulnerable cryptographic…

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quant-phcs.CRRecentApr 7, 2026

PQC-Enhanced QKD Networks: A Layered Approach

Paul Spooren, Andreas Neuhold, Sebastian Ramacher, Thomas Hühn

The paper proposes a layered, modular network architecture combining Quantum Key Distribution (QKD) and Post-Quantum Cryptography (PQC) to achieve scalable, end-to-end post-quantum security in multi-h…

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cs.ITcs.CRquant-phRecentJun 1, 2026

Multidimensional Reconciliation in Continuous-Variable QKD: Review, Coding Schemes, and Open Source Simulation

Lucien Martial, Alexis Rosio, Eleni Diamanti, Adrien Cassagne +1 more

This paper reviews multidimensional reconciliation techniques for Continuous-Variable Quantum Key Distribution (CV-QKD), demonstrating how transforming the physical channel into a virtual binary chann…

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cs.CRcs.AIRecentMay 27, 2026

Domain-Informed Representation for Evolutionary Sieving in Integral and Module Lattices

Ahmad Tashfeen, Qi Cheng

This paper enhances a genetic algorithm approach for solving the Shortest Vector Problem (SVP) in lattices by incorporating domain-informed representation, thereby extending its applicability to modul…

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cs.CRcs.AIRecentMay 27, 2026

Domain-Informed Representation for Evolutionary Sieving in Integral and Module Lattices

Ahmad Tashfeen, Qi Cheng

This paper enhances a genetic algorithm approach for solving the Shortest Vector Problem (SVP) in both integral and module lattices by incorporating domain-informed representation and crossover.

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cs.CRcs.LOcs.SERecentApr 4, 2026

Optimal Circuit Synthesis of Linear Codes for Error Detection and Correction

Xi Yang, Taolue Chen, Yuqi Chen, Fu Song +2 more

This paper introduces a novel algorithm, CiSC, to efficiently and optimally synthesize circuit implementations of linear codes for hardware security, significantly outperforming existing state-of-the-…

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cs.CRRecentApr 17, 2026

MATRIX: Multi-Layer Code Watermarking via Dual-Channel Constrained Parity-Check Encoding

Yuqing Nie, Chong Wang, Guosheng Xu, Guoai Xu +3 more

MATRIX is a novel, robust code watermarking framework that encodes watermarks using constrained parity-check matrix equations, achieving high detection accuracy and improved robustness for code proven…

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cs.CLcs.AIcs.LGRecentMay 28, 2026

Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits

Sixue Xing, Haoyu He, Kerui Wu, Zhuo Yang +3 more

The paper proposes BaSE, a multi-armed bandit approach, to optimally allocate a fixed budget of LLM calls across parallel evolutionary search trajectories, significantly improving mean fitness and rel…

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cs.CRcs.DCRecentMay 31, 2026

GPU Acceleration of Learning With Errors KEMs Using OpenACC for Post-Quantum Cryptography

Tiziana Liberati, Nitin Shukla, Matteo Barbieri, Gabriella Bettonte +4 more

This paper presents a GPU-accelerated implementation of a Learning with Errors (LWE)-based Key Encapsulation Mechanism (KEM), demonstrating significant speedups and energy efficiency gains on modern G…

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quant-phcs.CRRecentMay 6, 2026

Fundamental Limitations of Post-Quantum Cryptographic Architectures

Jiho Jung, Donghwa Ji, Mingyu Lee, Kabgyun Jeong

The paper argues that current lattice-based post-quantum cryptography, which relies on injecting noise, is not unconditionally secure because advanced quantum error correction and learning techniques…

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cs.CRquant-phRecentMay 16, 2026

quantum-safe: Bridging the Post-Quantum Production Gap with a Hybrid-by-Default Python Cryptography Library

Animesh Shaw

The paper introduces 'quantum-safe,' a Python library that addresses the remaining 'production gap' in post-quantum cryptography (PQC) by providing robust, easy-to-use hybrid implementations and compr…

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cs.CRRecentApr 18, 2026

From Public-Key Linting to Operational Post-Quantum X.509 Assurance for ML-KEM and ML-DSA: Registry-Driven Policy, Mutation-Based Evaluation, and Import Validation

José Luis Delgado Jiménez

The paper introduces an operational post-quantum X.509 assurance framework that rigorously validates ML-KEM and ML-DSA certificates and keys across various deployment stages, achieving comprehensive d…

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cs.CRcs.CLRecentApr 28, 2026

The Surprising Universality of LLM Outputs: A Real-Time Verification Primitive

Alex Bogdan, Adrian de Valois-Franklin

The paper identifies a universal, statistically predictable distribution (Mandelbrot) governing LLM outputs, enabling a highly efficient, model-agnostic scoring primitive for provenance and quality as…

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cs.CRRecentApr 3, 2026

The Quantum-Cryptographic Co-evolution

Ashish Kundu, Ramana Kompella

The paper proposes a two-dimensional coordinate system to map the co-evolution of cryptographic resilience and computational capability, identifying the 'Quantum Gap' as the primary systemic risk requ…

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cs.CLcs.SERecentMay 29, 2026

Combinatorial Synthesis: Scaling Code RLVR via Atomic Decomposition and Recombination

Jiasheng Zheng, Boxi Cao, Boxi Yu, Yuzhong Zhang +5 more

The paper introduces Atomic Decomposition and Recombination (ADR), a novel framework that generates genuinely novel and challenging verifiable code tasks, significantly improving the scalability of Re…

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quant-phcs.CRRecentApr 26, 2026

Efficient Quantum Fully Homomorphic Encryption

Fengxia Liu, Zixian Gong, Kun Tian, Yi Zhang +2 more

The paper introduces a unified framework for Quantum Fully Homomorphic Encryption (QFHE) that achieves exponential efficiency improvements by integrating a novel modular arithmetic program (MAP) tailo…

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