Publications (5)
On-Chip Detection of Entangled Photons by Scalable Integration of Single-Photon Detectors
Faraz Najafi, Jacob Mower, Nicholas Harris +8
Photonic integrated circuits (PICs) have emerged as a scalable platform for complex quantum technologies using photonic and atomic systems. A central goal has been to integrate pho…
Single chip photonic deep neural network with accelerated training
Saumil Bandyopadhyay, Alexander Sludds, Stefan Krastanov +6
As deep neural networks (DNNs) revolutionize machine learning, energy consumption and throughput are emerging as fundamental limitations of CMOS electronics. This has motivated a s…
A Recurrent Ising Machine in a Photonic Integrated Circuit
Mihika Prabhu, Charles Roques-Carmes, Yichen Shen +10
Conventional computing architectures have no known efficient algorithms for combinatorial optimization tasks, which are encountered in fundamental areas and real-world practical pr…
Enhancing Embedding Performance through Large Language Model-based Text Enrichment and Rewriting
Nicholas Harris, Anand Butani, Syed Hashmy
Embedding models are crucial for various natural language processing tasks but can be limited by factors such as limited vocabulary, lack of context, and grammatical errors. This p…
Adaptive Block Floating-Point for Analog Deep Learning Hardware
Ayon Basumallik, Darius Bunandar, Nicholas Dronen +6
Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts. However, recent studies show that DNNs…