August 19, 2021
Natural Language Processing Accelerator for Transformer Models
Song Han, Anantha Chandrakasan This project aims to develop efficient processors for natural language processing directly on an edge device to ensure privacy, low latency and…
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August 17, 2021
In-Memory Compute Accelerators
Anantha Chandrakasan Many edge machine learning accelerators are responsible for processing and storing sensitive data that could be of value to attackers. This project plans to…
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August 16, 2021
3D Integration of AI Hardware with Direct Analog Input from Sensor Arrays
Jeehwan Kim This research group works on AI hardware based on memristor neural networks with emphasis on ultra-low power operation for inference and online training and 3D…
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August 5, 2021
This Touchy-feely Glove Senses and Maps Tactile Stimuli
Jennifer Chu | MIT News Office The design could help restore motor function after stroke, enhance virtual gaming experiences.
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August 5, 2021
Boltzmann Network with Stochastic Magnetic Tunnel Junctions
Luqiao Liu, Marc Baldo Networks formed by devices with intrinsic stochastic switching properties can be used to build Boltzmann machine, which has great efficiencies compared with…
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August 5, 2021
TinyML: Enable Efficient Deep Learning on Mobile Devices
Song Han This project pursues efficient machine learning for mobile devices where hardware resources and energy budgets are very limited.
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August 4, 2021
MIT and Ericsson Enter Collaboration Agreements to Research the Next Generation of Mobile Networks
Elizabeth A. Thomson | Materials Research Laboratory A collaboration between MIT and Ericsson will explore new materials for computer chips that mimic the structure of the human…
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July 21, 2021
“Magic-angle” Trilayer Graphene May Be A Rare, Magnet-proof Superconductor
Jennifer Chu | MIT News Office New findings might help inform the design of more powerful MRI machines or robust quantum computers.
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July 13, 2021
Electrochemistry and Material Science of Proton-based Electrochemical Synapses
Bilge Yildiz, Ju Li Electrochemical ionic-electronic devices have an immense potential to enable a new domain of programmable hardware for machine intelligence.
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July 9, 2021
A Framework to Evaluate Energy Efficiency and Performance of Analog Neural Networks
Vivienne Sze, Joel Emer This project pursues an integrated framework that includes energy-modeling and performance evaluation tools to systematically explore and estimate the…
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