Distributed Systems

CoPur: Certifiably Robust Collaborative Inference via Feature Purification NeurIPS 2022 Demystifying and Checking Silent Semantic Violations in Large Distributed Systems OSDI 2022 DispersedLedger: High-Throughput Byzantine Consensus on Variable Bandwidth Networks NSDI 2022 DRAGONN: Distributed Randomized Approximate Gradients of Neural Networks ICML 2022 DuoAI: Fast, Automated Inference of Inductive Invariants for Verifying Distributed Protocols OSDI 2022 Efficient Scheduling Policies for Microsecond-Scale Tasks NSDI 2022 Ekko: A Large-Scale Deep Learning Recommender System with Low-Latency Model Update OSDI 2022 Evolvable Network Telemetry at Facebook NSDI 2022 FedScale: Benchmarking Model and System Performance of Federated Learning at Scale ICML 2022 IA-CCF: Individual Accountability for Permissioned Ledgers NSDI 2022 IntSGD: Adaptive Floatless Compression of Stochastic Gradients ICLR 2022 Kubric: A Scalable Dataset Generator CVPR 2022 Metastable Failures in the Wild OSDI 2022 MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters NSDI 2022 NetHint: White-Box Networking for Multi-Tenant Data Centers NSDI 2022 On the Convergence of Decentralized Adaptive Gradient Methods ACML 2022 Optimization for Classical Machine Learning Problems on the GPU AAAI 2022 Orca: A Distributed Serving System for Transformer-Based Generative Models OSDI 2022 ORION and the Three Rights: Sizing, Bundling, and Prewarming for Serverless DAGs OSDI 2022 Owl: Scale and Flexibility in Distribution of Hot Content OSDI 2022 Proof of Learning: Towards a Practical Blockchain Consensus Mechanism Using Directed Guiding Gradients (Student Abstract) AAAI 2022 RDMA is Turing complete, we just did not know it yet! NSDI 2022 SAPipe: Staleness-Aware Pipeline for Data Parallel DNN Training NeurIPS 2022 Shard Systems: Scalable, Robust and Persistent Multi-Agent Path Finding with Performance Guarantees AAAI 2022 Tiara: A Scalable and Efficient Hardware Acceleration Architecture for Stateful Layer-4 Load Balancing NSDI 2022