collaborators

5 papers

eess.SY2025

Analyzing Parametric Oscillator Ising Machines through the Kuramoto Lens

Nikhat Khan, E. M. H. E. B. Ekanayake, Nicolas Casilli +3

Networks of coupled nonlinear oscillators are emerging as powerful physical platforms for implementing Ising machines. Yet the relationship between parametric-oscillator implementa…

math-ph2025

New Best-Known Max-Cut Solution for the G63 Instance in the G-Set Benchmark

Nikhat Khan, Nikhil Shukla

For over two decades, the G-set benchmark has remained a cornerstone challenge for combinatorial optimization solvers. Remarkably, it continues to yield new best-known solutions ev…

physics.comp-ph2025

Spin Freezing in Oscillator Ising Machines: When Second Harmonic Injection Impedes Computation

Malihe Farasat, E. M. H. E. B. Ekanayake, Nikhil Shukla

Second harmonic injection (SHI) has emerged as a critical mechanism in enabling networks of coupled oscillators to function as Oscillator Ising Machines (OIMs), capable of minimizi…

physics.comp-ph2025

Bridging the Analog and the Probabilistic Computing Divide: Configuring Oscillator Ising Machines as P-bit Engines

E. M. Hasantha Ekanayake, Nikhat Khan, Nikhil Shukla

Oscillator Ising Machines (OIMs) and probabilistic bit (p-bit)-based computing platforms have emerged as promising paradigms for tackling complex combinatorial optimization problem…

cs.LG2025

Different Paths, Same Destination: Designing New Physics-Inspired Dynamical Systems with Engineered Stability to Minimize the Ising Hamiltonian

E. M. H. E. B. Ekanayake, N. Shukla

Oscillator Ising machines (OIMs) represent an exemplar case of using physics-inspired non-linear dynamical systems to solve computationally challenging combinatorial optimization p…