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A Method for Outlier Robust Subgroup Inference via Clustering in the Gradient Space

Technology / Case number: #24826J
Justin Solomon / Luann Jung / Kristjan Greenewald / Mikhail Yurochkin / Yuchen Zeng
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Systems and Methods for Magnetic Resonance based Reconstruction of Electrical Properties

Technology / Case number: #24714J
Luca Daniel / Jose Cruz Serralles / Riccardo Lattanzi / Zheng Zhang / Ilias Giannakopoulos / Xinling Yu / Ilias Giannakopoulos / Ziyue Liu
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Game-Theoretic Frameworks for Deep Neural Network Rationalization

Technology / Case number: #24679J
Tommi Jaakkola / Shiyu Chang / Mo Yu / Yang Zhang
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Quantitative Attack Space Analysis and Reasoning (QUASAR) Tool

Technology, Software / Case number: #19773L
Richard Skowyra / Steven Gomez
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Computer Science
Impact Areas: Connected World
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Automated Surface Area Assessment for Dermatologic Lesions

Technology / Case number: #19792J
Priyanka Raina / Jiarui Huang / Victor Huang / Anantha Chandrakasan
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Sensing & Imaging
Impact Areas: Healthy Living, Connected World
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Superconducting Parametric Amplifier Neural Network

Technology / Case number: #21125L
Alexander Wynn
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biotechnology / Computer Science
Impact Areas: Healthy Living, Advanced Materials
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Elastic Strain Engineering for the Design of Electronic Materials

Technology / Case number: #20804JV
Ju Li / Zhe Shi / Evgenii Tsymbalov / Alexander Shapeev / Subra Suresh / Ming Dao
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Advanced Materials
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Physical-Layer Quantum Error Suppression for Superconducting Qubits in Gate Model Quantum Computation Applications

Technology / Case number: #20255L
Andrew Kerman
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics
Impact Areas: Connected World, Advanced Materials
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Josephson Phase-Slip Qubits with Vector Spin Interactions for Quantum Information Processing

Technology / Case number: #20257L
Andrew Kerman
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Advanced Materials
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Multispin Couplers for Quantum Information Processing

Technology / Case number: #20256L
Andrew Kerman
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics
Impact Areas: Connected World, Advanced Materials
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Methods for Learning Network Architectures of Deep Convolutional Neural Networks under Resource Constraints

Technology / Case number: #20095L
Luke Skelly / Jason Thornton / Michael Chan / Ronald Duarte / Daniel Scarafoni
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Industrial Engineering & Automation
Impact Areas: Healthy Living
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Clean Noisy Image Decomposition For Self Supervised GAN Speckle Reduction For Synthetic Aperture Radar

Technology / Case number: #22903L
Prafull Sharma / Michael Newey
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Computer Science
Impact Areas: Connected World, Advanced Materials
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A Method for Improving Certification-Based Robust Training by Refining Decision Boundary

Technology / Case number: #24050J
Alexandre Megretski / Luca Daniel / Pin-Yu Chen / Subhro Das / Wang Zhang / Lam Minh Nguyen
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Advanced Materials
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Analog AI-Assisted Information Compressor Processor

Technology / Case number: #25685
Ronald Davis
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Communication Systems / Computer Science
Impact Areas: Uncharted Frontiers, Connected World
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Reliable Gradient-free and Likelihood-free Prompt Tuning

Technology / Case number: #25064J
Prasanna Sattigeri / Subhro Das / Soumya Ghosh / Yuheng Bu / Maohao Shen / Gregory Wornell
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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A Neural Network based Dynamical System Modeling Method to Ensure the Contrastively Learned Conservation Laws

Technology / Case number: #24692J
Alexandre Megretski / Luca Daniel / Subhro Das / Wang Zhang / Lam Minh Nguyen
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Uncharted Frontiers, Connected World
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Methods for Detecting Objects-of-Interest in Underwater Environments

Technology / Case number: #19215L
Michael Chan / Daniel Scarafoni / Alexander Bockman
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Sensing & Imaging
Impact Areas: Uncharted Frontiers, Connected World
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System and Method for Post-Hoc Uncertainty Quantification

Technology / Case number: #24904J
Prasanna Sattigeri / Subhro Das / Soumya Ghosh / Yuheng Bu / Maohao Shen / Gregory Wornell
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Uncharted Frontiers, Connected World
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Loading Classical Data Into a Quantum Computer

Technology, Software / Case number: #20022L
Timothy Braje / John Cortese
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Electronics & Photonics
Impact Areas: Connected World, Advanced Materials
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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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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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