distributed computing

AMP: Automatically Finding Model Parallel Strategies with Heterogeneity Awareness NeurIPS 2022 BigDL 2.0: Seamless Scaling of AI Pipelines From Laptops to Distributed Cluster CVPR 2022 Communication-efficient distributed eigenspace estimation with arbitrary node failures NeurIPS 2022 Kubric: A Scalable Dataset Generator CVPR 2022 Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent ICML 2022 Privacy-aware compression for federated data analysis UAI 2022 SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems CVPR 2022 An Architecture for Accelerated Large-Scale Inference of Transformer-Based Language Models NAACL 2021 Challenges and Opportunities of Building Fast GBDT Systems IJCAI 2021 Chebyshev Polynomial Codes: Task Entanglement-based Coding for Distributed Matrix Multiplication ICML 2021 Communication-Efficient Distributed Covariance Sketch, with Application to Distributed PCA JMLR 2021 Communication-Efficient Distributed SVD via Local Power Iterations ICML 2021 GAIA: A System for Interactive Analysis on Distributed Graphs Using a High-Level Language NSDI 2021 Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021 MilliSort and MilliQuery: Large-Scale Data-Intensive Computing in Milliseconds NSDI 2021 Regularized Submodular Maximization at Scale ICML 2021 TensorHive: Management of Exclusive GPU Access for Distributed Machine Learning Workloads JMLR 2021 A Distributed Multi-Sensor Machine Learning Approach to Earthquake Early Warning AAAI 2020 Apache Mahout: Machine Learning on Distributed Dataflow Systems JMLR 2020 AutoDAL: Distributed Active Learning with Automatic Hyperparameter Selection AAAI 2020 Coded Sequential Matrix Multiplication For Straggler Mitigation NeurIPS 2020 DeepWeave: Accelerating Job Completion Time with Deep Reinforcement Learning-based Coflow Scheduling IJCAI 2020 Distributed Feature Screening via Componentwise Debiasing JMLR 2020 Distributed Minimum Error Entropy Algorithms JMLR 2020 ECLIPSE: An Extreme-Scale Linear Program Solver for Web-Applications ICML 2020