Can Deep Learning Spot Weaknesses in Post-Quantum Encryption?

Researchers are leveraging neural networks to rigorously test the security of emerging post-quantum cryptographic schemes against adaptive attacks.

Researchers are leveraging neural networks to rigorously test the security of emerging post-quantum cryptographic schemes against adaptive attacks.
A new study reveals widespread security vulnerabilities in the foundational software used to develop quantum algorithms, posing potential risks to future quantum systems.

A new study reveals that the location of digital signatures within TLS 1.3 certificate chains critically affects authentication performance as we transition to post-quantum cryptography.
A new framework streamlines the process of translating traditional software into executable quantum programs, paving the way for wider adoption of quantum computing.
A new family of quantum codes, built from JJ-affine varieties, pushes the boundaries of error correction by exceeding performance limits previously thought unattainable.
A new framework aims to make the complex foundations of post-quantum cryptography more accessible by bridging mathematical theory with practical experimentation.
A new quantum-classical approach promises to dramatically accelerate the identification of critical infrastructure vulnerabilities in complex transport networks.

A new framework analyzes the evolving landscape of cryptographic security in the face of advancing quantum computing, urging proactive adoption of post-quantum solutions.

Extracting the internal structure of protons relies on solving complex inverse problems, and this review explores cutting-edge methods for doing so with Lattice QCD calculations.
![Analysis of the one-dimensional Heisenberg model reveals that symmetry-resolved entanglement, quantified through the scaling of charge variance [latex]\mathrm{Var}_{q}(L) = 0.0547(1)\ln L + 0.1334(8)[/latex] and number entropy [latex]S^{\mathrm{num}}(L) = 0.3483(9)\ln(\ln L) + 0.409(2)[/latex], exhibits logarithmic corrections indicative of quasi-long-range order, further confirmed by finite-size scaling of the subtracted Rényi entropy, which approaches a linear extrapolation to the thermodynamic limit as [latex]1/\ln L \to 0[/latex].](https://arxiv.org/html/2604.02307v1/x4.png)
A new quantum Monte Carlo method allows researchers to map the complex patterns of entanglement within interacting quantum systems.