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Method and Apparatus to Learn Generative Optimization Models

Technology / Case number: #25155J
Faez Ahmed / Akash Srivastava
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Moiré Synaptic Transistors for Neuromorphic Computing

Technology / Case number: #25495J
Pablo Jarillo-Herrero / Qiong Ma / Zhiren Zheng / Xiaodong Yan / Mark Hersam / Vinod Sangwan
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Chemicals & Materials / Computer Science / Electronics & Photonics
Impact Areas: Uncharted Frontiers, Connected World
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Learning to Grow Pretrained Models for Efficient Transformer Training

Technology / Case number: #25218J
Rogerio Feris / Rameswar Panda / David Cox / Yoon Kim / Peihao Wang / Leonid Karlinsky
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Online System with Bandit Feedback and Auto-Regressive Temporal Structure

Technology / Case number: #24895J
Negin Golrezaei / Qinyi Chen / Djallel Bouneffouf
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Uncharted Frontiers, Connected World
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Utilizing Large Language Models to Create Multi-Lingual, Low-Resource Code Translation Dataset

Technology / Case number: #24668J
Jie Chen / Yoon Kim / Bailin Wang / Alex Shypula / Zilu Tang / Mayank Agarwal
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Uncharted Frontiers, Connected World
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End to End Deep Neural Network for Auditory Attention Decoding

Technology / Case number: #21085LJ
Christopher Smalt / Gregory Ciccarelli / Joseph Perricone / Thomas Quatieri / Michael Brandstein / Paul Calamia / Stephanie Haro / Michael Nolan / Nima Mesgarani / James O'Sullivan
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science / Sensing & Imaging
Impact Areas: Healthy Living, Connected World
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Translating Text using Generated Visual Representations and Artificial Intelligence

Technology / Case number: #24927J
Rogerio Feris / Rameswar Panda / Richard Chen / David Cox / Yoon Kim / Yi Li
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML)
Impact Areas: Connected World
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Optimization of Quantum-Active Defects and Spins in Chemical Systems Using Machine Learning

Technology / Case number: #24884L
Danielle Braje / Jennifer Schloss / Linh Pham / Swaroop Vattam / Justin Mallek / Dane de Quilettes / Eden Price
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Computer Science
Impact Areas: Connected World
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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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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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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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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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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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The technologies listed represent a selection of the MIT intellectual property protected by the TLO.

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