Thermodynamic Computing System for AI Applications

no code implementations • 8 Dec 2023 • Denis Melanson, Mohammad Abu Khater, Maxwell Aifer, Kaelan Donatella, Max Hunter Gordon, Thomas Ahle, Gavin Crooks, Antonio J. Martinez, Faris Sbahi, Patrick J. Coles

Recent breakthroughs in artificial intelligence (AI) algorithms have highlighted the need for novel computing hardware in order to truly unlock the potential for AI.

Uncertainty Quantification

Exploiting Inductive Biases in Video Modeling through Neural CDEs

no code implementations • 8 Nov 2023 • Johnathan Chiu, Samuel Duffield, Max Hunter-Gordon, Kaelan Donatella, Max Aifer, Andi Gu

We introduce a novel approach to video modeling that leverages controlled differential equations (CDEs) to address key challenges in video tasks, notably video interpolation and mask propagation.

Optical Flow Estimation

Thermodynamic AI and the fluctuation frontier

no code implementations • 9 Feb 2023 • Patrick J. Coles, Collin Szczepanski, Denis Melanson, Kaelan Donatella, Antonio J. Martinez, Faris Sbahi

Hence, we propose a novel computing paradigm, where software and hardware become inseparable.

Continuous-time dynamics and error scaling of noisy highly-entangling quantum circuits

no code implementations • 8 Feb 2021 • Kaelan Donatella, Zakari Denis, Alexandre Le Boité, Cristiano Ciuti

We investigate the continuous-time dynamics of highly-entangling intermediate-scale quantum circuits in the presence of dissipation and decoherence.

Quantum Physics