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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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Composite Multi-Material Electromechanical Energy Storage Component for Power Conversion

Technology / Case number: #23574
Jeffrey Lang / Joseph Bonavia / Jessica Boles / David J Perreault
Technology Areas: Energy & Distribution
Impact Areas: Sustainable Future, 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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Chemical Compositions for Porous Lithium Anodes Enabling Coble Creep Mechanism in Solid State Electrolyte-Based Batteries with No Applied Stack Pressure

Technology / Case number: #23699J
Ju Li / Kai Pei / So Yeon Kim / Ziqiang Wang / Yuming Chen / Andrea Maurano
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future, Connected World
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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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Glassy Chalcogen-Halide Solid Electrolytes for Lithium or Sodium Batteries

Technology / Case number: #25114
Ju Li / Tao Dai
Technology Areas: Energy & Distribution
Impact Areas: Sustainable Future, Connected World
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Viscoelastic Inorganic Glass Solid Electrolytes for Lithium or Sodium Batteries

Technology / Case number: #25284
Ju Li / Tao Dai
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Sustainable Future
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Provably Secure Large Language Models

Technology / Case number: #25397J
Boris Katz / Juan Ignacio Cases Martin / Christian Arnold / Abdul Alabdulkareem / Andrei Barbu
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: 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 / 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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TSV Qubit

Technology / Case number: #22218L
Jamie Kerman / Thomas Hazard / Justin Mallek / Cyrus Hirjibehedin / Mollie Schwartz / Wayne Woods / Jonilyn Yoder / Danna Rosenberg / Donna-Ruth Yost / William Oliver
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics
Impact Areas: Advanced Materials
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Bi-Directional Porous Media Phase Change Heat Exchanger

Technology / Case number: #16768
Evelyn N. Wang / Shankar Narayan / Ian McKay
Technology Areas: Energy & Distribution
Impact Areas: Sustainable Future
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New Ionizable Lipid Library Suitable for Multiple Organ Targeting Derived From High Throughput Combinatorial Synthesis and Screening

Technology / Case number: #23406
Daniel Anderson / Idris Raji / Akiva Gordon / Bowen Li
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Drug Delivery / Therapeutics
Impact Areas: Healthy Living, Advanced Materials
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Diagnosis of Malignancy Using Developmental Relationships and Machine Learning

Technology / Case number: #23356
Salil Garg / Enrico Moiso
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Computer Science / Drug Discovery and Research Tools
Impact Areas: Healthy Living
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P3MT/Horizontally-Aligned CNT Nanocomposite for Supercapcitor with High Areal Capacitance

Technology / Case number: #21425J
Karen Gleason / Yosef (Yosi) Stein / Xiaoxue Wang / Yue Zhou / Estelle Cohen / Brian L Wardle
Technology Areas: Chemicals & Materials / Energy & Distribution
Impact Areas: Advanced Materials
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Data Driven Material Discovery System

Technology / Case number: #21835J
Wojciech Matusik / Mina Konakovic Lukovic / Hanns-Hagen Goetzke / Bernhard Von Vacano / Klaus Stoll / Mina Lukovic / Wan Shou / Timothy Erps / Michael Foshey
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Industrial Engineering & Automation
Impact Areas: 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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