Search Results for author: Kaelan Donatella

Found 6 papers, 1 papers with code

Scalable Bayesian Learning with posteriors

no code implementations31 May 2024 Samuel Duffield, Kaelan Donatella, Johnathan Chiu, Phoebe Klett, Daniel Simpson

Although theoretically compelling, Bayesian learning with modern machine learning models is computationally challenging since it requires approximating a high dimensional posterior distribution.

Thermodynamic Natural Gradient Descent

1 code implementation22 May 2024 Kaelan Donatella, Samuel Duffield, Maxwell Aifer, Denis Melanson, Gavin Crooks, Patrick J. Coles

Second-order training methods have better convergence properties than gradient descent but are rarely used in practice for large-scale training due to their computational overhead.

Language Modelling

Thermodynamic Computing System for AI Applications

no code implementations8 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 implementations8 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 implementations9 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 implementations8 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

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