no code implementations • 17 Apr 2024 • Heitor P. Casagrande, Bo Xing, William J. Munro, Chu Guo, Dario Poletti
This new approach can accurately learn probabilistic cellular automata processes in different conditions, even when the process is a probabilistic mixture of different chaotic rules.
no code implementations • 16 Apr 2021 • Gary Phua, Shaowei Lin, Dario Poletti
We used a modified version of the negative sampling objective for our context words, modelling the context embeddings as a Taylor series of rate matrices.
no code implementations • 11 Mar 2021 • Kang Hao Lee, Vinitha Balachandran, Dario Poletti
Finally we demonstrate that in the thermodynamic limit there is no perfect rectification when each of the two half chains is interacting.
Statistical Mechanics
no code implementations • 2 Mar 2020 • Chu Guo, Dario Poletti
For a real function, automatic differentiation is such a standard algorithm used to efficiently compute its gradient, that it is integrated in various neural network frameworks.
no code implementations • 7 Feb 2020 • Remmy Zen, Long My, Ryan Tan, Frederic Hebert, Mario Gattobigio, Christian Miniatura, Dario Poletti, Stephane Bressan
Finding the precise location of quantum critical points is of particular importance to characterise quantum many-body systems at zero temperature.