Hierarchical Coded Gradient Aggregation for Learning at the Edge
暂无分享,去创建一个
[1] Fan Li,et al. Distributed Computing with Heterogeneous Communication Constraints: The Worst-Case Computation Load and Proof by Contradiction , 2018, ArXiv.
[2] Aryan Mokhtari,et al. FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization , 2019, AISTATS.
[3] Martin Raab,et al. "Balls into Bins" - A Simple and Tight Analysis , 1998, RANDOM.
[4] Nageen Himayat,et al. Coded Federated Learning , 2019, 2019 IEEE Globecom Workshops (GC Wkshps).
[5] Christina Fragouli,et al. Distributed Computing Trade-offs with Random Connectivity , 2018, 2018 IEEE International Symposium on Information Theory (ISIT).
[6] Ramtin Pedarsani,et al. Latency analysis of coded computation schemes over wireless networks , 2017, 2017 55th Annual Allerton Conference on Communication, Control, and Computing (Allerton).
[7] Vijayalakshmi Saravanan,et al. Role of Big Data in Internet of Things Networks , 2019, Advances in Data Mining and Database Management.
[8] Mohammad Ali Maddah-Ali,et al. Polynomial Codes: an Optimal Design for High-Dimensional Coded Matrix Multiplication , 2017, NIPS.
[9] Amir Salman Avestimehr,et al. Coded computation over heterogeneous clusters , 2017, 2017 IEEE International Symposium on Information Theory (ISIT).
[10] A. Klinger. THE VANDERMONDE MATRIX , 1967 .
[11] A. Salman Avestimehr,et al. A Fundamental Tradeoff Between Computation and Communication in Distributed Computing , 2016, IEEE Transactions on Information Theory.
[12] Amir Salman Avestimehr,et al. Slack squeeze coded computing for adaptive straggler mitigation , 2019, SC.
[13] Jaekyun Moon,et al. Hierarchical Coding for Distributed Computing , 2018, 2018 IEEE International Symposium on Information Theory (ISIT).
[14] Alexandros G. Dimakis,et al. Gradient Coding: Avoiding Stragglers in Distributed Learning , 2017, ICML.
[15] Amir Salman Avestimehr,et al. Collage Inference: Tolerating Stragglers in Distributed Neural Network Inference using Coding , 2019, ArXiv.
[16] A. Salman Avestimehr,et al. Edge Computing in the Dark: Leveraging Contextual-Combinatorial Bandit and Coded Computing , 2019, ArXiv.
[17] Nuwan S. Ferdinand,et al. Hierarchical Coded Computation , 2018, 2018 IEEE International Symposium on Information Theory (ISIT).
[18] Nageen Himayat,et al. Coded Computing for Distributed Machine Learning in Wireless Edge Network , 2019, 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall).
[19] Mohammad Ali Maddah-Ali,et al. CodedSketch: Coded Distributed Computation of Approximated Matrix Multiplication , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).
[20] Sadia Din,et al. Smart health monitoring and management system: Toward autonomous wearable sensing for Internet of Things using big data analytics , 2019, Future Gener. Comput. Syst..
[21] Blaise Agüera y Arcas,et al. Communication-Efficient Learning of Deep Networks from Decentralized Data , 2016, AISTATS.
[22] Mahadev Satyanarayanan,et al. The Emergence of Edge Computing , 2017, Computer.
[23] Amir Salman Avestimehr,et al. Lagrange Coded Computing: Optimal Design for Resiliency, Security and Privacy , 2018, AISTATS.
[24] Pulkit Grover,et al. “Short-Dot”: Computing Large Linear Transforms Distributedly Using Coded Short Dot Products , 2017, IEEE Transactions on Information Theory.
[25] Kannan Ramchandran,et al. Speeding Up Distributed Machine Learning Using Codes , 2015, IEEE Transactions on Information Theory.
[26] Vipul Gupta,et al. A sequential approximation framework for coded distributed optimization , 2017, 2017 55th Annual Allerton Conference on Communication, Control, and Computing (Allerton).
[27] Petros Elia,et al. Mapping Heterogeneity Does Not Affect Wireless Coded MapReduce , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).
[28] Deniz Gündüz,et al. Heterogeneous Computation across Heterogeneous Workers , 2019, ArXiv.
[29] Yanjiao Chen,et al. Privacy-Preserving Collaborative Deep Learning With Unreliable Participants , 2020, IEEE Transactions on Information Forensics and Security.
[30] Aryan Mokhtari,et al. Robust and Communication-Efficient Collaborative Learning , 2019, NeurIPS.
[31] Aditya Ramamoorthy,et al. CAMR: Coded Aggregated MapReduce , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).
[32] A. Salman Avestimehr,et al. Timely Coded Computing , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).
[33] Jun Li,et al. Dual Entangled Polynomial Code: Three-Dimensional Coding for Distributed Matrix Multiplication , 2019, ICML.
[34] Amir Salman Avestimehr,et al. Coded Computing for Distributed Graph Analytics , 2018, 2018 IEEE International Symposium on Information Theory (ISIT).
[35] Vinayak Ramkumar,et al. Coded MapReduce Schemes Based on Placement Delivery Array , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).
[36] Vipul Gupta,et al. OverSketched Newton: Fast Convex Optimization for Serverless Systems , 2019, 2020 IEEE International Conference on Big Data (Big Data).
[37] Amir Salman Avestimehr,et al. CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning , 2019, ArXiv.
[38] Ravi Tandon,et al. Information Theoretic Limits of Data Shuffling for Distributed Learning , 2016, 2016 IEEE Global Communications Conference (GLOBECOM).
[39] Deniz Gündüz,et al. Heterogeneous Coded Computation across Heterogeneous Workers , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).