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09/09/2023
Approximating ReLU on a Reduced Ring for Efficient MPC-based Private Inference
Secure multi-party computation (MPC) allows users to offload machine lea...
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06/05/2023
Information Flow Control in Machine Learning through Modular Model Architecture
In today's machine learning (ML) models, any part of the training data c...
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05/06/2023
Bounding the Invertibility of Privacy-preserving Instance Encoding using Fisher Information
Privacy-preserving instance encoding aims to encode raw data as feature ...
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01/26/2023
GPU-based Private Information Retrieval for On-Device Machine Learning Inference
On-device machine learning (ML) inference can enable the use of private ...
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12/12/2022
Data Leakage via Access Patterns of Sparse Features in Deep Learning-based Recommendation Systems
Online personalized recommendation services are generally hosted in the ...
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09/21/2022
Measuring and Controlling Split Layer Privacy Leakage Using Fisher Information
Split learning and inference propose to run training/inference of a larg...
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09/12/2022
Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis
Federated learning (FL) aims to perform privacy-preserving machine learn...
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06/07/2022
FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning
Federated learning (FL) has emerged as an effective approach to address ...
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05/30/2022
Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity
Federated learning (FL) is an effective mechanism for data privacy in re...
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01/25/2022
A Holistic Approach for Designing Carbon Aware Datacenters
Technology companies have been leading the way to a renewable energy tra...
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10/30/2021
Sustainable AI: Environmental Implications, Challenges and Opportunities
This paper explores the environmental impact of the super-linear growth ...
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11/05/2020
CPR: Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery
The paper proposes and optimizes a partial recovery training system, CPR...
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12/04/2019
Enhancing Stratospheric Weather Analyses and Forecasts by Deploying Sensors from a Weather Balloon
The ability to analyze and forecast stratospheric weather conditions is ...
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09/13/2019