315 citations · 479 across the 8 of their papers we have counts for
10 papers
Quantum control in artificial neurons with superconductor-ionic memory inserted in the feedback
Osama M. Nayfeh, Haik Manukian, Matthew Kelly +1
To improve artificial intelligence/autonomous systems and help with treating neurological conditions, there's a requirement for artificial neuron hardware that mimics biological. W…
Mode-Assisted Joint Training of Deep Boltzmann Machines
Haik Manukian, Massimiliano Di Ventra
The deep extension of the restricted Boltzmann machine (RBM), known as the deep Boltzmann machine (DBM), is an expressive family of machine learning models which can serve as compa…
Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines
Haik Manukian, Yan Ru Pei, Sean R. B. Bearden +1
Restricted Boltzmann machines (RBMs) are a powerful class of generative models, but their training requires computing a gradient that, unlike supervised backpropagation on typical…
Data Generation for Neural Programming by Example
Judith Clymo, Haik Manukian, Nathanaël Fijalkow +2
Programming by example is the problem of synthesizing a program from a small set of input / output pairs. Recent works applying machine learning methods to this task show promise,…
Generating Weighted MAX-2-SAT Instances of Tunable Difficulty with Frustrated Loops
Yan Ru Pei, Haik Manukian, Massimiliano Di Ventra
Many optimization problems can be cast into the maximum satisfiability (MAX-SAT) form, and many solvers have been developed for tackling such problems. To evaluate a MAX-SAT solver…
Accelerating Deep Learning with Memcomputing
Haik Manukian, Fabio L. Traversa, Massimiliano Di Ventra
Restricted Boltzmann machines (RBMs) and their extensions, called 'deep-belief networks', are powerful neural networks that have found applications in the fields of machine learnin…
Instantons in self-organizing logic gates
Sean R. B. Bearden, Haik Manukian, Fabio L. Traversa +1
Self-organizing logic is a recently-suggested framework that allows the solution of Boolean truth tables "in reverse," i.e., it is able to satisfy the logical proposition of gates…
Memcomputing Numerical Inversion with Self-Organizing Logic Gates
Haik Manukian, Fabio L. Traversa, Massimiliano Di Ventra
We propose to use Digital Memcomputing Machines (DMMs), implemented with self-organizing logic gates (SOLGs), to solve the problem of numerical inversion. Starting from fixed-point…
Turbovelocity Stars: Kicks Resulting From the Tidal Disruption of Solitary Stars
Haik Manukian, James Guillochon, Enrico Ramirez-Ruiz +1
The centers of most known galaxies host supermassive black holes (SMBHs). In orbit around these black holes are a centrally-concentrated distribution of stars, both in single and i…
PS1-10jh: The Disruption of a Main-Sequence Star of Near-Solar Composition
James Guillochon, Haik Manukian, Enrico Ramirez-Ruiz
When a star comes within a critical distance to a supermassive black hole (SMBH), immense tidal forces disrupt the star, resulting in a stream of debris that falls back onto the SM…