1 citations · 1 across the 2 of their papers we have counts for
4 papers
Neuromodulation via Krotov-Hopfield Improves Accuracy and Robustness of RBMs
Başer Tambaş, A. Levent Subaşı, Alkan Kabakçıoğlu
In biological systems, neuromodulation tunes synaptic plasticity based on the internal state of the organism, complementing stimulus-driven Hebbian learning. The algorithm recently…
Hotter isn't faster for a melting RNA hairpin
Huaping Li, Ekrem Mert Bahçeci, Mehmet Sayar +1
We investigate the denaturation dynamics of nucleic acids through extensive molecular dynamics simulations of a coarse-grained RNA hairpin model. In apparent contradiction with Arr…
Machine learning in and out of equilibrium
Shishir Adhikari, Alkan Kabakçıoğlu, Alexander Strang +2
The algorithms used to train neural networks, like stochastic gradient descent (SGD), have close parallels to natural processes that navigate a high-dimensional parameter space --…
A Quantum Otto Engine with Shortcuts to Thermalization and Adiabaticity
Ali Pedram, Serhat C. Kadıoğlu, Alkan Kabakçıoğlu +1
We investigate the energetic advantage of accelerating a quantum harmonic oscillator Otto engine by use of shortcuts to adiabaticity (for the expansion and compression strokes) and…