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Fine-Grained Classroom Activity Detection from Audio with Neural Networks


Jul 29, 2021
Eric Slyman, Chris Daw, Morgan Skrabut, Ana Usenko, Brian Hutchinson

* This work has been submitted to the IEEE for possible publication 

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Proposal-based Few-shot Sound Event Detection for Speech and Environmental Sounds with Perceivers


Jul 28, 2021
Piper Wolters, Chris Daw, Brian Hutchinson, Lauren Phillips


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Loosely Conditioned Emulation of Global Climate Models With Generative Adversarial Networks


Apr 29, 2021
Alexis Ayala, Christopher Drazic, Brian Hutchinson, Ben Kravitz, Claudia Tebaldi

* Presented at NeurIPS 2020 Workshop Tackling Climate Change with Machine Learning 

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A Study of Few-Shot Audio Classification


Dec 02, 2020
Piper Wolters, Chris Careaga, Brian Hutchinson, Lauren Phillips

* Presented at GHC 2020 

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DeepClimGAN: A High-Resolution Climate Data Generator


Nov 23, 2020
Alexandra Puchko, Robert Link, Brian Hutchinson, Ben Kravitz, Abigail Snyder

* Presented at NeurIPS 2019 Workshop Tackling Climate Change with Machine Learning 

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Systematic Evaluation of Backdoor Data Poisoning Attacks on Image Classifiers


Apr 24, 2020
Loc Truong, Chace Jones, Brian Hutchinson, Andrew August, Brenda Praggastis, Robert Jasper, Nicole Nichols, Aaron Tuor


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Metric-Based Few-Shot Learning for Video Action Recognition


Sep 14, 2019
Chris Careaga, Brian Hutchinson, Nathan Hodas, Lawrence Phillips


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Recurrent Neural Network Attention Mechanisms for Interpretable System Log Anomaly Detection


Mar 13, 2018
Andy Brown, Aaron Tuor, Brian Hutchinson, Nicole Nichols

* Submitted to the First Workshop On Machine Learning for Computer Systems, ACM HPDC 2018 

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Deep Learning for Unsupervised Insider Threat Detection in Structured Cybersecurity Data Streams


Dec 15, 2017
Aaron Tuor, Samuel Kaplan, Brian Hutchinson, Nicole Nichols, Sean Robinson

* Proceedings of AI for Cyber Security Workshop at AAAI 2017 

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Recurrent Neural Network Language Models for Open Vocabulary Event-Level Cyber Anomaly Detection


Dec 02, 2017
Aaron Tuor, Ryan Baerwolf, Nicolas Knowles, Brian Hutchinson, Nicole Nichols, Rob Jasper

* 8 pages, To appear in proceedings of AAAI-2018 Artificial Intelligence in Cyber Security Workshop 

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