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08/26/2022
Flexible Vertical Federated Learning with Heterogeneous Parties
We propose Flexible Vertical Federated Learning (Flex-VFL), a distribute...
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06/16/2022
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
We propose Compressed Vertical Federated Learning (C-VFL) for communicat...
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06/06/2022
A Continuum Approach for Collaborative Task Processing in UAV MEC Networks
Unmanned aerial vehicles (UAVs) are becoming a viable platform for sensi...
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10/25/2021
Formal Guarantees of Timely Progress for Distributed Knowledge Propagation
Autonomous air traffic management (ATM) operations for urban air mobilit...
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08/19/2021
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning
We consider federated learning in tiered communication networks. Our net...
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03/26/2021
Verification of Eventual Consensus in Synod Using a Failure-Aware Actor Model
Successfully attaining consensus in the absence of a centralized coordin...
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02/06/2021
Multi-Tier Federated Learning for Vertically Partitioned Data
We consider decentralized model training in tiered communication network...
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07/27/2020
Multi-Level Local SGD for Heterogeneous Hierarchical Networks
We propose Multi-Level Local SGD, a distributed gradient method for lear...
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06/05/2020
Skedulix: Hybrid Cloud Scheduling for Cost-Efficient Execution of Serverless Applications
We present a framework for scheduling multifunction serverless applicati...
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04/13/2020
A Hierarchical Model for Fast Distributed Consensus in Dynamic Networks
We present two new consensus algorithms for dynamic networks. The first,...
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03/03/2020
Performance Optimization for Edge-Cloud Serverless Platforms via Dynamic Task Placement
We present a framework for performance optimization in serverless edge-c...
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12/08/2019
Formalizing Event-Driven Behavior of Serverless Applications
We present new operational semantics for serverless computing that model...
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11/14/2018
EdgeBench: Benchmarking Edge Computing Platforms
The emerging trend of edge computing has led several cloud providers to ...
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09/24/2018
BubbleTouch: A Quasi-Static Tactile Skin Simulator
We present BubbleTouch, an open source quasi-static simulator for roboti...
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04/09/2018