conftrace_

deep learning training

10 papers

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Co-occurring keywords

resource allocation (251) cluster scheduling (18) gpu cluster (8) job scheduling (18) neural network optimization (1293) neural network training (309) error detection (176) training verification (1) model debugging (24) integer linear programming (114)

Papers

Training with Confidence: Catching Silent Errors in Deep Learning Training with Automated Proactive Checks OSDI 2025
nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training OSDI 2024
An Empirical Study of Distributed Deep Learning Training on Edge (Student Abstract) AAAI 2024
MODeL: Memory Optimizations for Deep Learning ICML 2023
To update or not to update? Neurons at equilibrium in deep models NIPS 2022
Is Integer Arithmetic Enough for Deep Learning Training? NIPS 2022
Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning OSDI 2021
AntMan: Dynamic Scaling on GPU Clusters for Deep Learning OSDI 2020
Nimble: Lightweight and Parallel GPU Task Scheduling for Deep Learning NIPS 2020
HiveD: Sharing a GPU Cluster for Deep Learning with Guarantees OSDI 2020