| {Zero-offload}: Democratizing {billion-scale} model training J Ren, S Rajbhandari, RY Aminabadi, O Ruwase, S Yang, M Zhang, D Li, ... 2021 USENIX Annual Technical Conference (USENIX ATC 21), 551-564, 2021 | 368 | 2021 |
| Sentinel: Efficient tensor migration and allocation on heterogeneous memory systems for deep learning J Ren, J Luo, K Wu, M Zhang, H Jeon, D Li 2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021 | 67 | 2021 |
| Runtime data management on non-volatile memory-based heterogeneous memory for task-parallel programs K Wu, J Ren, D Li SC18: International Conference for High Performance Computing, Networking …, 2018 | 65 | 2018 |
| Hm-ann: Efficient billion-point nearest neighbor search on heterogeneous memory J Ren, M Zhang, D Li Advances in Neural Information Processing Systems 33, 10672-10684, 2020 | 59 | 2020 |
| Sparta: High-performance, element-wise sparse tensor contraction on heterogeneous memory J Liu, J Ren, R Gioiosa, D Li, J Li Proceedings of the 26th ACM SIGPLAN Symposium on Principles and Practice of …, 2021 | 32 | 2021 |
| {ArchTM}:{Architecture-Aware}, high performance transaction for persistent memory K Wu, J Ren, I Peng, D Li 19th USENIX Conference on File and Storage Technologies (FAST 21), 141-153, 2021 | 31 | 2021 |
| Demystifying the performance of hpc scientific applications on nvm-based memory systems I Peng, K Wu, J Ren, D Li, M Gokhale 2020 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2020 | 28 | 2020 |
| Optimizing large-scale plasma simulations on persistent memory-based heterogeneous memory with effective data placement across memory hierarchy J Ren, J Luo, I Peng, K Wu, D Li Proceedings of the ACM International Conference on Supercomputing, 203-214, 2021 | 19 | 2021 |
| Exploring non-volatility of non-volatile memory for high performance computing under failures J Ren, K Wu, D Li 2020 IEEE International Conference on Cluster Computing (CLUSTER), 237-247, 2020 | 18* | 2020 |
| MTM: Rethinking Memory Profiling and Migration for Multi-Tiered Large Memory J Ren, D Xu, J Ryu, K Shin, D Kim, D Li Proceedings of the Nineteenth European Conference on Computer Systems, 803-817, 2024 | 8 | 2024 |
| Ribbon: High performance cache line flushing for persistent memory K Wu, I Peng, J Ren, D Li Proceedings of the ACM International Conference on Parallel Architectures …, 2020 | 7 | 2020 |
| Harnessing integrated cpu-gpu system memory for hpc: a first look into grace hopper G Schieffer, J Wahlgren, J Ren, J Faj, I Peng Proceedings of the 53rd International Conference on Parallel Processing, 199-209, 2024 | 5 | 2024 |
| Exploring and Evaluating Real-world CXL: Use Cases and System Adoption J Liu, X Wang, J Wu, S Yang, J Ren, B Shankar, D Li arXiv preprint arXiv:2405.14209, 2024 | 5 | 2024 |
| Rethinking Memory Profiling and Migration for Multi-Tiered Large Memory Systems J Ren, D Xu, I Peng, J Ryu, K Shin, D Kim, D Li arXiv preprint arXiv:2302.09468, 2023 | 5 | 2023 |
| Understanding application recomputability without crash consistency in non-volatile memory J Ren, K Wu, D Li Proceedings of the Workshop on Memory Centric High Performance Computing, 27-36, 2018 | 5 | 2018 |
| Understanding System Resilience for Converged Computing of Cloud, Edge, and HPC L Guo, J Lofstead, J Ren, I Laguna, G Kestor, L Pouchard, D Oryspayev, ... International Conference on High Performance Computing, 221-233, 2023 | 4 | 2023 |
| HM-Keeper: Scalable Page Management for Multi-Tiered Large Memory Systems J Ren, D Xu, I Peng, J Ryu, K Shin, D Kim, D Li arXiv e-prints, arXiv: 2302.09468, 2023 | 4 | 2023 |
| Architecture-aware, high performance transaction for persistent memory K Wu, J Ren, D Li arXiv preprint arXiv:1903.06226, 2019 | 3 | 2019 |
| Enabling Large Dynamic Neural Network Training with Learning-based Memory Management J Ren, D Xu, S Yang, J Zhao, Z Li, C Navasca, C Wang, H Xu, D Li 2024 IEEE International Symposium on High-Performance Computer Architecture …, 2024 | 2 | 2024 |
| iqan: Fast and accurate vector search with efficient intra-query parallelism on multi-core architectures M Zhang, J Ren, Z Peng, R Jin, D Li, B Ren IEEE Data Eng. Bull., 2023 | 2 | 2023 |
