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03/20/2023
Memorization Capacity of Neural Networks with Conditional Computation
Many empirical studies have demonstrated the performance benefits of con...
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10/27/2022
Class Based Thresholding in Early Exit Semantic Segmentation Networks
We propose Class Based Thresholding (CBT) to reduce the computational co...
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07/08/2022
Pruning Early Exit Networks
Deep learning models that perform well often have high computational cos...
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06/10/2022
Federated Momentum Contrastive Clustering
We present federated momentum contrastive clustering (FedMCC), a learnin...
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10/22/2021
Multiplication-Avoiding Variant of Power Iteration with Applications
Power iteration is a fundamental algorithm in data analysis. It extracts...
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05/25/2021
Robust Principal Component Analysis Using a Novel Kernel Related with the L1-Norm
We consider a family of vector dot products that can be implemented usin...
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03/01/2021
Class Means as an Early Exit Decision Mechanism
State-of-the-art neural networks with early exit mechanisms often need c...
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10/23/2020
Quantizing Multiple Sources to a Common Cluster Center: An Asymptotic Analysis
We consider quantizing an Ld-dimensional sample, which is obtained by co...
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10/30/2019
Robust and Computationally-Efficient Anomaly Detection using Powers-of-Two Networks
Robust and computationally efficient anomaly detection in videos is a pr...
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10/29/2019
A Generalization of Principal Component Analysis
Conventional principal component analysis (PCA) finds a principal vector...
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10/29/2019
The Tradeoff Between Coverage and Computation in Wireless Networks
We consider a distributed edge computing scenario consisting of several ...
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04/15/2019
Outage-Optimized Deployment of UAVs
We consider multiple unmanned aerial vehicles (UAVs) serving a density o...
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11/28/2018
Asynchronous Local Construction of Bounded-Degree Network Topologies Using Only Neighborhood Information
We consider ad-hoc networks consisting of n wireless nodes that are loca...
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08/16/2018
Interleaving Channel Estimation and Limited Feedback for Point-to-Point Systems with a Large Number of Transmit Antennas
We introduce and investigate the opportunities of multi-antenna communic...
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03/12/2018