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DeepHybrid: Learned Hybrid Trajectory Prediction via Factored Inference and Adaptive Sampling

Technology / Case number: #23569J
John Joseph Leonard / Xin Huang / Ashkan M. Jasour / Stephen McGill / Igor Gilitschenski / Guy Rosman / Brian Charles Williams
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Advanced Materials
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Learning an Explainable Trajectory Generator Using the Automaton Generative Network

Technology / Case number: #23571J
Daniela Rus / Xiao Li / Cristian-Ioan Vasile / Igor Gilitschenski / Minoru Araki / Sertac Karaman / Guy Rosman
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Advanced Materials
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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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Teaching Robots Generalizable Trajectories by Demonstration Using Wearable Sensors

Technology / Case number: #23629
Daniela Rus / Joseph DelPreto
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Uncharted Frontiers, Connected World
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A Fully Differential Piezoelectric Microphone and Amplifier System for Cochlear Implants and Other Hearing Devices

Technology / Case number: #23776JQ
Jeffrey Lang / Christopher McHugh / Lukas Graf / Elizabeth Olson / Aaron Yeiser / Hideko Heidi Nakajima / Ioannis Kymissis
Technology Areas: Biotechnology / Sensing & Imaging
Impact Areas: Healthy Living
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All-Photonic Artificial Neural Network Processor Via Non-linear Optics

Technology / Case number: #23925
Dirk R Englund / Jasvith Basani / Stefan Krastanov / Mikkel Heuck
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 J. 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 R 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 / Noel Loo / Ramin Hasani / Alexander Amini
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Sparse Closed-form Liquid Neural Algorithms for Out-of-Distribution Generalization on Edge Robots

Technology / Case number: #24660
Daniela Rus / Makram Chahine / Mathias Lechner / Ramin Hasani / Alexander Amini
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Healthy Living, Advanced Materials
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Visual Dexterity: In-hand Dexterous Manipulation from Depth

Technology / Case number: #24851
Edward Adelson / Megha Tippur / Pulkit Agrawal / Tao Chen
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Industrial Engineering & Automation
Impact Areas: Uncharted Frontiers
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Longevity Planning Blocks for use in Retirement Planning

Technology / Case number: #24907
Joseph Coughlin / Sheng-Hung Lee
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Healthy Living, Connected World
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A Novel Bio-Inspired Actuator Design

Technology / Case number: #24990
Daniela Rus / Deniz Erus / Hanna Matusik / Andrea Moncada / Chao Liu
Technology Areas: Biotechnology / Industrial Engineering & Automation
Impact Areas: Connected World
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Software and Methods for Controlling Neural Responses in Deep Brain Regions

Technology / Case number: #20652M
James DiCarlo / Kohitij Kar / Pouya Bashivan
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Computer Science
Impact Areas: Healthy Living, Uncharted Frontiers
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Predictor of Deletions after Targeted Chromosome Cleavage

Technology / Case number: #21045
David K Gifford / Jonathan Hsu / Max Shen
Technology Areas: Biotechnology / Computer Science
Impact Areas: Healthy Living, Connected World
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Deep Compositional Robotic Planners that Follow Natural Language Commands

Technology / Case number: #21815
Boris Katz / Yen-Ling Kuo / Andrei Barbu
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Uncharted Frontiers, Connected World
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Cancellation of Unwanted Interactions in a Superconducting Quantum Architecture

Technology / Case number: #21852J
William Oliver / Agustin Di Paolo / Alexandre Blais / Catherine Leroux / Roni Winik / Simon Gustavsson
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics
Impact Areas: Connected World, Advanced Materials
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RF Electromagnetic Wave to Acoustic/Ultrasound Conversion with Measurement in the Human Body

Technology / Case number: #22055LJ
Alan Fenn / Brian Boitnott / Rebecca Laher / David Brigada / Anthony Samir / Robert Haupt
Technology Areas: Biotechnology / Sensing & Imaging
Impact Areas: Healthy Living
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Ironless, Actively-Shielded, Variable Energy Magnet for Medical Gantries

Technology / Case number: #22069J
Leslie Bromberg / Eric Forton / Emma Pearson / Philip Michael / Joseph V. Minervini / Alexey Radovinsky
Technology Areas: Biotechnology / Chemicals & Materials
Impact Areas: Healthy Living
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Methods of Enhancing the Survival of Introduced Genes and Organisms

Technology / Case number: #22105TE
Kevin Esvelt / Sarah Vitak
Technology Areas: Biotechnology / Drug Discovery and Research Tools
Impact Areas: Healthy Living
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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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