4 papers
Robustness Verification of Binary Neural Networks: An Ising and Quantum-Inspired Framework
Rahul Singh, Seyran Saeedi, Zheng Zhang
Binary neural networks (BNNs) are increasingly deployed in edge computing applications due to their low hardware complexity and high energy efficiency. However, verifying the robus…
Classical Resolution of the Gibbs Paradox from the Equal Probability Principle: An Informational Perspective
Zheng Zhang
The Gibbs paradox is a conventional paradox in classical statistical mechanics, typically resolved by invoking quantum indistinguishability through the 1/N! correction. In this let…
KANO: Kolmogorov-Arnold Neural Operator
Jin Lee, Ziming Liu, Xinling Yu +4
We introduce Kolmogorov--Arnold Neural Operator (KANO), a dual-domain neural operator jointly parameterized by both spectral and spatial bases with intrinsic symbolic interpretabil…
Coded Computing Meets Quantum Circuit Simulation: Coded Parallel Tensor Network Contraction Algorithm
Jin Lee, Sofia Gonzalez-Garcia, Zheng Zhang +1
Parallel tensor network contraction algorithms have emerged as the pivotal benchmarks for assessing the classical limits of computation, exemplified by Google's demonstration of qu…