| {FlashNeuron}:{SSD-Enabled}{Large-Batch} Training of Very Deep Neural Networks J Bae, J Lee, Y Jin, S Son, S Kim, H Jang, TJ Ham, JW Lee 19th USENIX Conference on File and Storage Technologies (FAST 21), 387-401, 2021 | 56 | 2021 |
| : Increasing GPU Utilization during Generative Inference for Higher Throughput Y Jin, CF Wu, D Brooks, GY Wei Advances in Neural Information Processing Systems 36, 2024 | 50 | 2024 |
| Layerweaver: Maximizing resource utilization of neural processing units via layer-wise scheduling YH Oh, S Kim, Y Jin, S Son, J Bae, J Lee, Y Park, DU Kim, TJ Ham, ... 2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021 | 46 | 2021 |
| Behemoth: A Flash-centric Training Accelerator for Extreme-scale {DNNs} S Kim, Y Jin, G Sohn, J Bae, TJ Ham, JW Lee 19th USENIX Conference on File and Storage Technologies (FAST 21), 371-385, 2021 | 28 | 2021 |
| {ASAP}: Fast Mobile Application Switch via Adaptive Prepaging S Son, SY Lee, Y Jin, J Bae, J Jeong, TJ Ham, JW Lee, H Yoon 2021 USENIX Annual Technical Conference (USENIX ATC 21), 365-380, 2021 | 21 | 2021 |
| Architecting a Flash-Based Storage System for Low-Cost Inference of Extreme-Scale DNNs Y Jin, S Kim, TJ Ham, JW Lee IEEE Transactions on Computers 71 (12), 3153-3164, 2022 | 5 | 2022 |
| Apparatus and method with scheduling JW Lee, OH Younghwan, Y Jin, TJ Ham US Patent App. 17/887,968, 2023 | 2 | 2023 |
| Electronic device and method with scheduling SW Lee, OH Younghwan, J Lee, SON Sam, Y Jin, HAM Taejun US Patent App. 17/195,748, 2022 | 1 | 2022 |
| ACCELERATOR SYSTEM FOR TRAINING DEEP NEURAL NETWORK MODEL USING NAND FLASH MEMORY AND OPERATING METHOD THEREOF JW Lee, Y Jin, JH Bae, GA Sohn, TJ Ham US Patent App. 18/089,141, 2023 | | 2023 |
| SpeedLimit: Neural Architecture Search for Quantized Transformer Models Y Chai, L Bailey, Y Jin, G Ko, M Karle, D Brooks, GY Wei, H Kung Workshop on Efficient Systems for Foundation Models@ ICML2023, 2023 | | 2023 |
| Layerweaver+: A QoS-Aware Layer-Wise DNN Scheduler for Multi-Tenant Neural Processing Units YH Oh, Y Jin, TJ Ham, JW Lee IEICE TRANSACTIONS on Information and Systems 105 (2), 427-431, 2022 | | 2022 |
| Bigger&Faster: Two-stage Neural Architecture Search for Quantized Transformer Models. Y Chai, L Bailey, Y Jin, M Karle, GG Ko CoRR, 2022 | | 2022 |