Securing wireless communication against eavesdropping is critical, particularly in dynamic and decentralized environments. We present gr-PHYSEC, a new GNU Radio out-of-tree (OOT) module for real-time physical-layer key generation. Unlike traditional key generation that relies on pre-shared secrets or computational complexity, our approach derives symmetric keys from the wireless channel's inherent randomness. We embed a trained neural network within GNU Radio to extract channel features between trusted parties (Alice and Bob) during probe exchanges. These features are quantized into binary keys, reconciled via Reed-Solomon encoding, and further secured with SHA-512 hashing. The generated keys are then directly used to encrypt data. Real-world experiments at the FAU CAAI connected robotics testbed using ADALM Pluto software-defined radios and NVIDIA Jetson Orin validate the approach with ground robotic platforms. Results demonstrate low key disagreement rates and strong randomness, as verified by the NIST test suite for random and pseudorandom number generators for cryptographic applications. This integration showcases how GNU Radio can support real-time AI-driven security solutions, pushing the boundaries of software-defined secure communication. The source code for this project is available at: https://github.com/C2A2-at-Florida-Atlantic-University/gr-PHYSEC
Secure communication is a critical requirement in modern digital systems, especially with the growing computational capabilities that threaten traditional cryptographic techniques. Quantum Key Distribution (QKD) offers a promising solution by enabling secure key exchange based on the principles of quantum mechanics. Th...
A. B., Sreedevi R. Krishnan· International Conference Inn...· 0 citations
Physical-layer security (PLS) complements cryptography at the wireless edge, yet most existing systems confine secrecy to the angular domain: an eavesdropper on the legitimate direction—merely nearer or farther—still captures clean constellations. This poster presents NF-SecRIS, a prototype that attains range–angle (2D...
Zhen-Dong Wang, Lin-Shan Jiang, Yin Li et al.· Workshop Proceedings of the...· 0 citations
Simulation results verify the theoretical analysis and demonstrate that the proposed framework provides robust and efficient secure transmission performance for energy-constrained wireless sensor networks while offering valuable guidance for physical-layer security and electromagnetic-aware wireless communication syste...
G. Song, Gao Wei, Rui-Song Si et al.· Advanced Electromagnetics· 0 citations
This paper presents Project Anonymous, an open-source platform for real-time voice, video, and text communication, deployable on both web browsers and Android, built entirely on the NIST-standardized ML-KEM-1024 (FIPS 203) and ML-DSA-87 (FIPS 204) primitives. Inorder to secure from Shor’s algorithm offering a reduced p...
Muhammad Sulthan K. M, Haseena M. K.· International Conference Inn...· 0 citations
Gaussian-modulated coherent-state (GMCS) continuous-variable quantum key distribution (CV-QKD) offers a practical path to quantum-secured communication owing to its compatibility with existing optical fibre networks and use of mature security proofs. Achieving high secret key rates in real-time systems, however, re...
Adam Alderton, Amanda Weerasinghe, Muataz Alhussein et al.· npj Quantum Information· 0 citations
Future quantum communication networks will conceivably support cryptographic tasks that require entanglement among more than two users. Quantum secret sharing is a prime example where entanglement provides a direct means to coordinate untrusted parties with security from eavesdropping in a multi-party setting. However,...
R. Brooks, Joseph Ho, Joseph Niblo et al.· 0 citations
AI agents can generate code at a scale that’s hard for humans to review line-by-line. PDD Kit helps ensure the code is doing what the developer intended by creating formal specifications and testing against them. It converts developer intent into a Verus specification, proves AI-generated code meets it for every input, and uses tests where proofs aren't practical. Developers review intent, not every line. The post Formally verifying agent-written full-stack web apps with PDD Kit appeared first o…
Is your company’s AI sovereign? A practical guide for CIOs on AI vendor lock-in, EU Data Act switching, cloud sovereignty, and testing your exit plan before you need it. The post Sovereignty Is the Option to Leave appeared first on GPT-Lab.
Microsoft Research Blog· microsoft.comOct 30, 2026
Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. The post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research.
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