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08/07/2023
Dirigo: Self-scaling Stateful Actors For Serverless Real-time Data Processing
We propose Dirigo, a distributed stream processing service built atop vi...
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02/10/2023
Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces
Many tools empower analysts and data scientists to consume analysis resu...
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01/20/2023
Baechi: Fast Device Placement of Machine Learning Graphs
Machine Learning graphs (or models) can be challenging or impossible to ...
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10/06/2020
Move Fast and Meet Deadlines: Fine-grained Real-time Stream Processing with Cameo
Resource provisioning in multi-tenant stream processing systems faces th...
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07/26/2020
CSER: Communication-efficient SGD with Error Reset
The scalability of Distributed Stochastic Gradient Descent (SGD) is toda...
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07/24/2020
Home, SafeHome: Smart Home Reliability with Visibility and Atomicity
Smart environments (homes, factories, hospitals, buildings) contain an i...
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11/20/2019
Local AdaAlter: Communication-Efficient Stochastic Gradient Descent with Adaptive Learning Rates
Recent years have witnessed the growth of large-scale distributed machin...
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03/16/2019
SLSGD: Secure and Efficient Distributed On-device Machine Learning
We consider distributed on-device learning with limited communication an...
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03/16/2019
Practical Distributed Learning: Secure Machine Learning with Communication-Efficient Local Updates
Federated learning on edge devices poses new challenges arising from wor...
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03/10/2019
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation
Recently, new defense techniques have been developed to tolerate Byzanti...
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03/10/2019
Asynchronous Federated Optimization
Federated learning enables training on a massive number of edge devices....
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05/25/2018
Zeno: Byzantine-suspicious stochastic gradient descent
We propose Zeno, a new robust aggregation rule, for distributed synchron...
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05/23/2018
Phocas: dimensional Byzantine-resilient stochastic gradient descent
We propose a novel robust aggregation rule for distributed synchronous S...
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02/27/2018
Generalized Byzantine-tolerant SGD
We propose three new robust aggregation rules for distributed synchronou...
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01/31/2018
Henge: Intent-driven Multi-Tenant Stream Processing
We present Henge, a system to support intent-based multi-tenancy in mode...
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12/28/2017