Shiru Ren
Publications by Year
Research Areas
Parallel Computing and Optimization Techniques, Advanced Neural Network Applications, Stochastic Gradient Optimization Techniques, Cloud Computing and Resource Management, Recommender Systems and Techniques
Most-Cited Works
- AntMan: Dynamic Scaling on GPU Clusters for Deep Learning.(2020)
- → EasyScale: Elastic Training with Consistent Accuracy and Improved Utilization on GPUs(2023)15 cited
- Samsara: efficient deterministic replay in multiprocessor environments with hardware virtualization extensions(2016)
- → Samsara(2015)11 cited
- → GoldMiner: Elastic Scaling of Training Data Pre-Processing Pipelines for Deep Learning(2023)11 cited
- → Phantasy: Low-Latency Virtualization-Based Fault Tolerance via Asynchronous Prefetching(2018)9 cited
- → Leveraging Hardware-Assisted Virtualization for Deterministic Replay on Commodity Multi-Core Processors(2017)7 cited
- → EasyScale: Accuracy-consistent Elastic Training for Deep Learning(2022)4 cited
- → LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders(2025)