Senior Research Fellow (Quantum Reservoir Computing and Quantum Machine Learning)

Analisi del mercato

Stack

Gratis, dopo l'accesso.

Candidati

Carica il tuo CV: datori di lavoro e recruiter di diversi paesi che cercano il tuo profilo potranno contattarti direttamente.

Descrizione

The School of Physical and Mathematical Sciences at Nanyang Technological University hosts the Division of Mathematical Sciences, which combines strength in pure and applied mathematics, statistics, and mathematical data science, with an active programme at the interface of dynamical systems, machine learning, and quantum information. The position sits in the GOAL group (GeOmetry, dynAmics, and Learning), led by Prof. Juan-Pablo Ortega. We are looking for a Senior Research Fellow to contribute to the theoretical foundations of quantum reservoir computing within a JST–A*STAR joint project carried out with Prof. Kohei Nakajima's group at the University of Tokyo and collaborators in Thailand, Switzerland, and Spain. The role focuses on the mathematical analysis of input-driven open quantum dynamics: memory and echo state properties, learnability and generalization for temporal quantum learning, stochastic universality, and quantum reservoir-induced kernels. The fellow will act as the main scientific link between the NTU and Tokyo teams, with research stays at the University of Tokyo. Key Responsibilities Analyse memory and echo state properties of quantum reservoirs, including non-Markovian and infinite-dimensional settings. Extend stochastic state-space and state-affine frameworks to quantum reservoirs with measurement-induced randomness. Derive learnability and generalization guarantees for temporal quantum learning. Construct and analyse quantum reservoir-induced kernels and

Descrizione completa, azienda e link per candidarti: dopo l'accesso. Accedi

I contatti del datore di lavoro (email/telefono/telegram) sono nascosti nell'anteprima pubblica. Invia il tuo CV così i datori di lavoro possono contattarti direttamente.