| 2024 | SC | RecFlex: Enabling Feature Heterogeneity-Aware Optimization for Deep Recommendation Models with Flexible Schedules. | Zaifeng Pan, Zhen Zheng, Feng Zhang, Bing Xie, Ruofan Wu, Shaden Smith, Chuanjie Liu, Olatunji Ruwase, Xiaoyong Du, Yufei Ding |
| 2023 | ICS | HEAT: A Highly Efficient and Affordable Training System for Collaborative Filtering Based Recommendation on CPUs. | Chengming Zhang, Shaden Smith, Baixi Sun, Jiannan Tian, Jonathan Soifer, Xiaodong Yu, Shuaiwen Leon Song, Yuxiong He, Dingwen Tao |
| 2022 | SC | DeepSpeed- Inference: Enabling Efficient Inference of Transformer Models at Unprecedented Scale. | Reza Yazdani Aminabadi, Samyam Rajbhandari, Ammar Ahmad Awan, Cheng Li, Du Li, Elton Zheng, Olatunji Ruwase, Shaden Smith, Minjia Zhang, Jeff Rasley, Yuxiong He |
| 2021 | SC | ZeRO-infinity: breaking the GPU memory wall for extreme scale deep learning. | Samyam Rajbhandari, Olatunji Ruwase, Jeff Rasley, Shaden Smith, Yuxiong He |
| 2020 | HPCA | Tensaurus: A Versatile Accelerator for Mixed Sparse-Dense Tensor Computations. | Nitish Kumar Srivastava, Hanchen Jin, Shaden Smith, Hongbo Rong, David H. Albonesi, Zhiru Zhang |
| 2018 | SDM | Streaming Tensor Factorization for Infinite Data Sources. | Shaden Smith, Kejun Huang, Nicholas D. Sidiropoulos, George Karypis |
| 2017 | EuroPar | Accelerating the Tucker Decomposition with Compressed Sparse Tensors. | Shaden Smith, George Karypis |
| 2017 | ICPP | Constrained Tensor Factorization with Accelerated AO-ADMM. | Shaden Smith, Alec Beri, George Karypis |
| 2016 | SC | An exploration of optimization algorithms for high performance tensor completion. | Shaden Smith, Jongsoo Park, George Karypis |
| 2015 | SC | Tensor-matrix products with a compressed sparse tensor. | Shaden Smith, George Karypis |
| 2014 | ACSSC | Memory-efficient parallel computation of tensor and matrix products for big tensor decomposition. | Niranjay Ravindran, Nicholas D. Sidiropoulos, Shaden Smith, George Karypis |
| 2012 | PADL | Weighted-Sequence Problem: ASP vs CASP and Declarative vs Problem-Oriented Solving. | Yuliya Lierler, Shaden Smith, Miroslaw Truszczynski, Alex Westlund |