Search Results for author: Navid Anjum Aadit

Found 5 papers, 1 papers with code

CMOS + stochastic nanomagnets: heterogeneous computers for probabilistic inference and learning

no code implementations12 Apr 2023 Nihal Sanjay Singh, Keito Kobayashi, Qixuan Cao, Kemal Selcuk, Tianrui Hu, Shaila Niazi, Navid Anjum Aadit, Shun Kanai, Hideo Ohno, Shunsuke Fukami, Kerem Y. Camsari

Extending Moore's law by augmenting complementary-metal-oxide semiconductor (CMOS) transistors with emerging nanotechnologies (X) has become increasingly important.

Training Deep Boltzmann Networks with Sparse Ising Machines

no code implementations19 Mar 2023 Shaila Niazi, Navid Anjum Aadit, Masoud Mohseni, Shuvro Chowdhury, Yao Qin, Kerem Y. Camsari

These results demonstrate the potential of using Ising machines for traditionally hard-to-train deep generative Boltzmann networks, with further possible improvement in nanodevice-based realizations.

Combinatorial Optimization

Physics-inspired Ising Computing with Ring Oscillator Activated p-bits

no code implementations15 May 2022 Navid Anjum Aadit, Andrea Grimaldi, Giovanni Finocchio, Kerem Y. Camsari

Our results highlight the promise of massively scaled p-computers with millions of free-running p-bits made out of nanoscale building blocks such as stochastic magnetic tunnel junctions.

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