McMahon Lab

Popular repositories Loading

1. Physics-Aware-Training Physics-Aware-TrainingPublic

   Instructional implementation of Physics-Aware Training (PAT) with demonstrations on simulated experiments.

   Jupyter Notebook 315 49

2. Image-sensing-with-multilayer-nonlinear-optical-neural-networks Image-sensing-with-multilayer-nonlinear-optical-neural-networksPublic

   Implementation of image sensing using a 2-layer optical neural network with optical-to-optical nonlinear activations

   Jupyter Notebook 43 7

3. cim-optimizer cim-optimizerPublic

   Reference implementation of a simulator of multiple variants of the Coherent Ising Machine (CIM).

   Jupyter Notebook 42 8

4. ONN-QAT-SQL ONN-QAT-SQLPublic

   Scripts for training neural networks resistant to photon shot noise with quantization-aware training, together with the code for simulating neural network performance under shot noise.

   Jupyter Notebook 21 2

5. ONN-device-control ONN-device-controlPublic

   Device control modules for an optical matrix-vector multiplier with a low photon count.

   Jupyter Notebook 15 3

6. Single-Photon-Detection-Neural-Networks Single-Photon-Detection-Neural-NetworksPublic

   Physics-aware stochastic training for single-photon-detection neural networks (SPDNNs)

   Jupyter Notebook 14 1