Federated Learning: Strategies for Improving Communication Efficiency

Jakub Konečný, H. Brendan McMahan, Felix X. Yu, +3

arXiv (Cornell University)

EngineeringMachine LearningData ScienceEdge ComputingFederated Learning +12

An Exploration of Parameter Redundancy in Deep Networks with Circulant Projections

Yu Cheng, Felix X. Yu, Rogério Feris, +3

Artificial IntelligenceGeometric LearningConvolutional Neural NetworkEngineeringMachine Learning +16

Designing Category-Level Attributes for Discriminative Visual Recognition

Felix X. Yu, Liangliang Cao, Rogério Feris, +2

Artificial IntelligenceFew-shot LearningEngineeringMachine LearningObject Categorization +18

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu, +50

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningDistributed AlgorithmsFederated Structure +16

Distributed Mean Estimation with Limited Communication

Ananda Theertha Suresh, Felix X. Yu, Sanjiv Kumar, +1

arXiv (Cornell University)

Distributed Source CodingDistributed Mean EstimationStatistical Signal ProcessingEngineeringInformation Theory +11

Learning Spread-Out Local Feature Descriptors

Xu Zhang, Felix X. Yu, Sanjiv Kumar, +1

Video Event Detection by Inferring Temporal Instance Labels

Kuan-Ting Lai, Felix X. Yu, Ming-Syan Chen⋆, +1

Natural Language ProcessingMachine VisionImage AnalysisMachine LearningData Science +13

Deep Transfer Network: Unsupervised Domain Adaptation

Xu Zhang, Felix X. Yu, Shih-Fu Chang, +1

arXiv (Cornell University)

Convolutional Neural NetworkEngineeringMachine LearningData ScienceDeep Transfer Network +10

Learning Discriminative and Transformation Covariant Local Feature Detectors

Xu Zhang, Felix X. Yu, Svebor Karaman, +1

EngineeringFeature DetectionMachine LearningBiometricsCanonical Feature +15

Object-Based Visual Sentiment Concept Analysis and Application

Tao Chen, Felix X. Yu, Jiawei Chen, +3

EngineeringMachine LearningCrazy CarObject CategorizationImage Retrieval +17