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Chemical Labeling and Identification via Chemical Featurization, Machine Learning, and Graph Analysis

Technology / Case number: #25563
Brett McGuire / Zachary Fried
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Connected World
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Leveraging Electrons for Electrochemical CO2 Capture using a Hemi-Labile Iron Complex

Technology / Case number: #25462
Trevor Hatton / Hyowon Seo
Technology Areas: Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future
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  • CO2 Capture
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All-to-All Connected Ising Machines with Free-Space Optical Interconnects

Technology / Case number: #21178L
William Herzog / Jeffrey Chou / Suraj Bramhavar / Siddhartha Ghosh
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Connected World
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Improving Statistical Model-Based Speech Enhancement with Deep Neural Networks

Technology / Case number: #21028L
Bengt Borgstrom / Michael Brandstein / Robert Dunn
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Communication Systems / Computer Science / Sensing & Imaging
Impact Areas: Healthy Living, Connected World, Advanced Materials
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PRUNE: Prioritizing Risk for Unmitigated Network Exploitables

Technology / Case number: #20440L
Pierre Trepagnier / Dennis Ross / Allan Wollaber
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Computer Science
Impact Areas: Connected World
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Methods and Apparatuses to Track Hand Configurations based on Ultrasound Signals

Technology / Case number: #25586
Xuanhe Zhao / Gengxi Lu
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Computer Science
Impact Areas: Healthy Living, Connected World
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Learning-Guided Electron Microscopy

Technology / Case number: #21380J
Yaron Meirovitch / Aravinathan Samuel / Lu Mi / Jeff Lichtman / Nir Shavit
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Healthy Living, Uncharted Frontiers
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Universal GRAND Decoder

Technology / Case number: #22356J
Kenneth Duffy / Rabia Yazicigil Kirby / Amit Solomon / Vaibhav Bansal / Wei An / Muriel Medard
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Connected World, Advanced Materials
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End-to-End Research and Development Assistance through First-Principles Model-Based Reasoning and Intelligent Test & Measurement

Technology / Case number: #25660
Dirk Englund
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Connected World, Advanced Materials
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Maximizing Carbon Efficiency in CO2 Electrolyzers: Complete Conversion of Bicarbonate to Formate

Technology / Case number: #24910
Ju Li / Zhen Zhang / Zhichu Ren
Technology Areas: Energy & Distribution / Environmental Engineering
Impact Areas: Climate Stabilization, Sustainable Future
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Determining Phosphate Levels in Natural Water Using a Novel Electrochemical Measurement Device

Technology / Case number: #21708
Gee hoon Park / Ian Hunter
Technology Areas: Energy & Distribution / Environmental Engineering
Impact Areas: Sustainable Future
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Deep Compositional Robotic Planners that Follow Natural Language Commands

Technology / Case number: #21815
Andrei Barbu / Yen-Ling Kuo / Boris Katz
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Uncharted Frontiers, Connected World
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Efficient Module-Level Dynamic Analysis for Dynamic Languages with Module Recontextualization

Technology / Case number: #23551
Nikolaos Vasilakis / Martin Rinard
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Connected World
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Cyber-Secure Dynamic Monitoring and Decision Systems (CS-DyMonDS)

Technology / Case number: #23585
Marija Ilic
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Connected World, Advanced Materials
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All-Photonic Artificial Neural Network Processor Via Non-linear Optics

Technology / Case number: #23925
Dirk Englund / Mikkel Heuck / Stefan Krastanov / Jasvith Basani
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Computer Science / Electronics & Photonics
Impact Areas: Healthy Living, Connected World, Advanced Materials
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A Method to Extract Physical Behavior Directly from Simple Visual Empirical Observation Via a Deep Learning Model, for a Material Agnostic Approach to Predicting Compressive Beam Buckling

Technology / Case number: #24061
Markus Buehler / Andrew Lew
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Industrial Engineering & Automation / Sensing & Imaging
Impact Areas: Connected World, Advanced Materials
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Radio-Frequency Photonic Architecture for Deep Neural Networks, Signal Processing, and Computing

Technology / Case number: #24089
Dirk Englund / Ronald Davis
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics / Sensing & Imaging
Impact Areas: Uncharted Frontiers, Connected World
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Dataset Distillation using Random Feature Approximation

Technology / Case number: #24329
Daniela Rus / Alexander Amini / Ramin Hasani / Noel Loo
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Curbside-recyclable Products from Mono-material Polyethylene Fabrics With Polyethylene 3D Printed Features and Methods Thereof

Technology / Case number: #24436
Svetlana Boriskina / Volodymyr Korolovych / Leslie Yan / Duo Xu
Technology Areas: Chemicals & Materials / Environmental Engineering
Impact Areas: Sustainable Future, Advanced Materials
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Sparse Closed-form Liquid Neural Algorithms for Out-of-Distribution Generalization on Edge Robots

Technology / Case number: #24660
Daniela Rus / Alexander Amini / Ramin Hasani / Mathias Lechner / Makram Chahine
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Healthy Living, Advanced Materials
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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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