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09/06/2023
Active shooter detection and robust tracking utilizing supplemental synthetic data
The increasing concern surrounding gun violence in the United States has...
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12/06/2021
MDPGT: Momentum-based Decentralized Policy Gradient Tracking
We propose a novel policy gradient method for multi-agent reinforcement ...
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04/09/2021
Granger Causality Based Hierarchical Time Series Clustering for State Estimation
Clustering is an unsupervised learning technique that is useful when wor...
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03/02/2021
Cross-Gradient Aggregation for Decentralized Learning from Non-IID data
Decentralized learning enables a group of collaborative agents to learn ...
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10/21/2020
Decentralized Deep Learning using Momentum-Accelerated Consensus
We consider the problem of decentralized deep learning where multiple ag...
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08/11/2020
Spatiotemporal Attention for Multivariate Time Series Prediction and Interpretation
Multivariate time series modeling and prediction problems are abundant i...
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10/15/2019