Sitemap

A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

AI revolution in symbolic physics

6 minute read

Published:

As a researcher deeply immersed in the world of AI and quantum physics, I have witnessed the revolutionary impact of AI on scientific discovery. In this post, I share my thoughts on recent developments in this field that relate to our SymPhysAI project: Stephen Wolfram’s insights and the emergence of Kolmogorov-Arnold Networks (KANs).

portfolio

publications

Accretion disc–jet couplings in X-ray binaries

We proposed a magnetized, radiatively efficient thin accretion disc model (M-thin) to scrutinize the disc–jet couplings, and further explain the radio/X-ray correlations in the black hole/neutron star X-ray binary.

Accretion

Theory of topological spin Josephson junctions

We found that inhomogeneous quantum spin chains support spin supercurrents, that enhance the entanglement between spins, and can be detected using dispersive techniques.

IXI

Markovian Quantum Neuroevolution for Machine Learning

We introduced a Markovian quantum neuroevolution algorithm that autonomously finds near-optimal quantum neural networks for different machine-learning tasks, highlighting the potential of genetic algorithms in quantum architecture search.

MQNE

Quantum capsule networks

We have adapted the capsule network architecture for quantum machine learning, which showcases an improved classification accuracy, demonstrates a quantum speedup, and paves the way to explore explainable quantum AI.

QCapsNet

Majorana-magnon interactions in topological Shiba chains

We demonstrate the uniform magnonic mode, which spreads over the entire Yu-Shiba-Rusinov chain, becomes imprinted with the parity of the ground state, and can discriminate between Majorana and trivial zero modes.

MajoranaMagnonYSR

Non-Hermitian Fermi-Dirac Distribution in Persistent Current Transport

Using Green's function formalism, we introduce a non-Hermitian Fermi-Dirac distribution and derive an analytical expression for the persistent current that relies solely on the complex spectrum.

NonHermitianFermiDirac