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gradient aggregation

34 papers

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Co-occurring keywords

federated learning (1320) distributed learning (563) distributed training (187) parameter server (14) byzantine resilience (21) byzantine fault tolerance (27) robust aggregation (15) stochastic gradient descent (1088) differential privacy (1010) model aggregation (156)

Papers

A Unified Architecture for Accelerating Distributed DNN Training in Heterogeneous GPU/CPU Clusters OSDI 2020
A Federated Approach in Training Acoustic Models INTERSPEECH 2020
Privacy-Preserving News Recommendation Model Learning EMNLP 2020
FABA: An Algorithm for Fast Aggregation against Byzantine Attacks in Distributed Neural Networks IJCAI 2019
Learning to Learn Gradient Aggregation by Gradient Descent IJCAI 2019
DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation NIPS 2019
DRACO: Byzantine-resilient Distributed Training via Redundant Gradients ICML 2018
GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training NIPS 2018
Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent NIPS 2017