Search Results - "Chowdhury, Shuvro"

All-to-all reconfigurability with sparse and higher-order Ising machines by Nikhar, Srijan, Kannan, Sidharth, Aadit, Navid Anjum, Chowdhury, Shuvro, Camsari, Kerem Y.

“…Domain-specific hardware to solve computationally hard optimization problems has generated tremendous excitement. Here, we evaluate probabilistic bit (p-bit)…”
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A full-stack view of probabilistic computing with p-bits: devices, architectures and algorithms by Chowdhury, Shuvro, Grimaldi, Andrea, Aadit, Navid Anjum, Niazi, Shaila, Mohseni, Masoud, Kanai, Shun, Ohno, Hideo, Fukami, Shunsuke, Theogarajan, Luke, Finocchio, Giovanni, Datta, Supriyo, Camsari, Kerem Y.

“…The transistor celebrated its 75 th birthday in 2022. The continued scaling of the transistor defined by Moore's Law continues, albeit at a slower pace…”
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Accelerated quantum Monte Carlo with probabilistic computers by Chowdhury, Shuvro, Camsari, Kerem Y., Datta, Supriyo

“…Quantum Monte Carlo (QMC) techniques are widely used in a variety of scientific problems and much work has been dedicated to developing optimized algorithms…”
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Emulating Quantum Circuits With Generalized Ising Machines by Chowdhury, Shuvro, Camsari, Kerem Y., Datta, Supriyo

“…The primary objective of this paper is to present an exact and general procedure for mapping any sequence of quantum gates onto a network of probabilistic…”
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Training deep Boltzmann networks with sparse Ising machines by Niazi, Shaila, Chowdhury, Shuvro, Aadit, Navid Anjum, Mohseni, Masoud, Qin, Yao, Camsari, Kerem Y.

“…The increasing use of domain-specific computing hardware and architectures has led to an increasing demand for unconventional computing approaches. One such…”
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Machine Learning Quantum Systems with Magnetic p-bits by Chowdhury, Shuvro, Camsari, Kerem Y

“…2023 IEEE International Magnetic Conference - Short Papers (INTERMAG Short Papers), Sendai, Japan, 2023, pp. 1-2 The slowing down of Moore's Law has led to a…”
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Noise-augmented Chaotic Ising Machines for Combinatorial Optimization and Sampling by Lee, Kyle, Chowdhury, Shuvro, Camsari, Kerem Y

“…Ising machines, hardware accelerators for combinatorial optimization and probabilistic sampling problems, have gained significant interest recently. A key…”
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Mean-Field Assisted Deep Boltzmann Learning with Probabilistic Computers by Chowdhury, Shuvro, Niazi, Shaila, Camsari, Kerem Y

“…Workshop on Machine Learning with New Compute Paradigms at NeurIPS 2023(MLNCP 2023) Despite their appeal as physics-inspired, energy-based and generative…”
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Emulating Quantum Interference with Generalized Ising Machines by Chowdhury, Shuvro, Camsari, Kerem Y, Datta, Supriyo

“…The primary objective of this paper is to present an exact and general procedure for mapping any sequence of quantum gates onto a network of probabilistic…”
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Accelerated Quantum Monte Carlo with Probabilistic Computers by Chowdhury, Shuvro, Camsari, Kerem Y, Datta, Supriyo

“…Commun Phys 6, 85 (2023) Quantum Monte Carlo (QMC) techniques are widely used in a variety of scientific problems and much work has been dedicated to…”
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Machine Learning Quantum Systems with Magnetic p-bits by Chowdhury, Shuvro, Camsari, Kerem Y.

“…The slowing down of Moore's Law has led to a crisis as the computing workloads of Artificial Intelligence (AI) algorithms continue skyrocketing. There is an…”
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All-to-all reconfigurability with sparse and higher-order Ising machines by Nikhar, Srijan, Kannan, Sidharth, Aadit, Navid Anjum, Chowdhury, Shuvro, Camsari, Kerem Y

“…Nature Communications (2024) Domain-specific hardware to solve computationally hard optimization problems has generated tremendous excitement. Here, we…”
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The Non-Equilibrium Green Function (NEGF) Method by Camsari, Kerem Y, Chowdhury, Shuvro, Datta, Supriyo

“…Springer Handbook of Semiconductor Devices pp 1583-1599 (2023) The Non-Equilibrium Green Function (NEGF) method was established in the 1960's through the…”
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Training Deep Boltzmann Networks with Sparse Ising Machines by Niazi, Shaila, Aadit, Navid Anjum, Mohseni, Masoud, Chowdhury, Shuvro, Qin, Yao, Camsari, Kerem Y

“…Nature Electronics (2024) The slowing down of Moore's law has driven the development of unconventional computing paradigms, such as specialized Ising machines…”
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Scalable Emulation of Sign-Problem$-$Free Hamiltonians with Room Temperature p-bits by Camsari, Kerem Y, Chowdhury, Shuvro, Datta, Supriyo

“…Phys. Rev. Applied 12, 034061 (2019) The growing field of quantum computing is based on the concept of a q-bit which is a delicate superposition of 0 and 1,…”
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Hardware Demonstration of Feedforward Stochastic Neural Networks with Fast MTJ-based p-bits by Singh, Nihal Sanjay, Niazi, Shaila, Chowdhury, Shuvro, Selcuk, Kemal, Kaneko, Haruna, Kobayashi, Keito, Kanai, Shun, Ohno, Hideo, Fukami, Shunsuke, Camsari, Kerem Y.

“…Feedforward networks form the backbone of deep learning, used in deep multilayer perceptrons, convolutional neural networks, and deep belief networks. Even…”
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Experimental evaluation of simulated quantum annealing with MTJ-augmented p-bits by Grimaldi, Andrea, Selcuk, Kemal, Aadit, Navid Anjum, Kobayashi, Keito, Cao, Qixuan, Chowdhury, Shuvro, Finocchio, Giovanni, Kanai, Shun, Ohno, Hideo, Fukami, Shunsuke, Camsari, Kerem Y.

“…The slowing down of Moore's Law has created an exciting new era of electronics, leading to the emergence of various types of CMOS+X devices and architectures…”
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Some Basic Ternary Operations Using Toffoli Gates Along with the Cost of Implementation by Biswas, Ayan Kumar, Chowdhury, Shuvro, Khan, Md Mahmud Muntakim, Hasan, Masud, Khan, Asif Islam

“…We realize square operation for quantum ternary logic using basic quantum ternary gates. With the aid of this square operation, we develop a square-multiplier…”
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A full-stack view of probabilistic computing with p-bits: devices, architectures and algorithms by Chowdhury, Shuvro, Grimaldi, Andrea, Aadit, Navid Anjum, Niazi, Shaila, Mohseni, Masoud, Kanai, Shun, Ohno, Hideo, Fukami, Shunsuke, Theogarajan, Luke, Finocchio, Giovanni, Datta, Supriyo, Camsari, Kerem Y

“…IEEE Journal on Exploratory Solid-State Computational Devices and Circuits (2023) The transistor celebrated its 75^\text{th}$ birthday in 2022. The continued…”
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Synthesis of GF(3) Based Reversible/Quantum Logic Circuits without Garbage Output by Khan, Mahmud Muntakim, Biswas, Ayan Kumar, Chowdhury, Shuvro, Hasan, Masud, Khan, Asif Islam

“…We present a method of synthesizing ternary Galois field (GF(3)) based reversible/quantum logic circuits without any ancillary trits/qutrits and hence without…”
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