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08/18/2023
Learning from A Single Graph is All You Need for Near-Shortest Path Routing in Wireless Networks
We propose a learning algorithm for local routing policies that needs on...
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05/09/2023
QF-Geo: Capacity Aware Geographic Routing using Bounded Regions of Wireless Meshes
Routing in wireless meshes must detour around holes. Extant routing prot...
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12/15/2022
QF-MAC: Adaptive, Local Channel Hopping for Interference Avoidance in Wireless Meshes
The throughput efficiency of a wireless mesh network with potentially ma...
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03/20/2022
A Study on Robustness to Perturbations for Representations of Environmental Sound
Audio applications involving environmental sound analysis increasingly u...
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03/11/2022
Infrastructure-free, Deep Learned Urban Noise Monitoring at ∼100mW
The Sounds of New York City (SONYC) wireless sensor network (WSN) has be...
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02/12/2022
Physics-Guided Problem Decomposition for Scaling Deep Learning of High-dimensional Eigen-Solvers: The Case of Schrödinger's Equation
Given their ability to effectively learn non-linear mappings and perform...
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01/27/2021
Harvest: A Reliable and Energy Efficient Bulk Data Collection Service for Large Scale Wireless Sensor Networks
We present a bulk data collection service, Harvest, for energy constrain...
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01/31/2020
Middle-mile Network Optimization in Rural Wireless Meshes
The status quo of limited broadband connectivity in rural areas motivate...
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09/06/2019
One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification
Edge sensing with micro-power pulse-Doppler radars is an emergent domain...
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02/18/2019
Achieving Throughput via Fine-Grained Path Planning in Small World DTNs
We explore the benefits of using fine-grained statistics in small world ...
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05/02/2018