| 2025 | ISCA | TRACI: Network Acceleration of Input-Dynamic Communication for Large-Scale Deep Learning Recommendation Model. | Guyue Huang, Hao Li, Le Qin, Jiayi Huang, Yangwook Kang, Yufei Ding, Yuan Xie |
| 2025 | USENIX | GMI-DRL: Empowering Multi-GPU DRL with Adaptive-Grained Parallelism. | Yuke Wang, Boyuan Feng, Zheng Wang, Guyue Huang, Tony Tong Geng, Ang Li, Yufei Ding |
| 2024 | ECCV | MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization. | Tianchen Zhao, Xuefei Ning, Tongcheng Fang, Enshu Liu, Guyue Huang, Zinan Lin, Shengen Yan, Guohao Dai, Yu Wang |
| 2024 | USENIX | OPER: Optimality-Guided Embedding Table Parallelization for Large-scale Recommendation Model. | Zheng Wang, Yuke Wang, Boyuan Feng, Guyue Huang, Dheevatsa Mudigere, Bharath Muthiah, Ang Li, Yufei Ding |
| 2023 | MICRO | RM-STC: Row-Merge Dataflow Inspired GPU Sparse Tensor Core for Energy-Efficient Sparse Acceleration. | Guyue Huang, Zhengyang Wang, Po-An Tsai, Chen Zhang, Yufei Ding, Yuan Xie |
| 2023 | USENIX | TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUs. | Yuke Wang, Boyuan Feng, Zheng Wang, Guyue Huang, Yufei Ding |
| 2022 | DAC | Heuristic adaptability to input dynamics for SpMM on CPUs. | Guohao Dai, Guyue Huang, Shang Yang, Zhongming Yu, Hengrui Zhang, Yufei Ding, Yuan Xie, Huazhong Yang, Yu Wang |
| 2022 | DAC | Shfl-BW: accelerating deep neural network inference with tensor-core aware weight pruning. | Guyue Huang, Haoran Li, Minghai Qin, Fei Sun, Yufei Ding, Yuan Xie |
| 2022 | SC | LightSeq2: Accelerated Training for Transformer-Based Models on GPUs. | Xiaohui Wang, Yang Wei, Ying Xiong, Guyue Huang, Xian Qian, Yufei Ding, Mingxuan Wang, Lei Li |
| 2021 | ICCD | Exploiting Online Locality and Reduction Parallelism for Sampled Dense Matrix Multiplication on GPUs. | Zhongming Yu, Guohao Dai, Guyue Huang, Yu Wang, Huazhong Yang |
| 2020 | SC | GE-SpMM: general-purpose sparse matrix-matrix multiplication on GPUs for graph neural networks. | Guyue Huang, Guohao Dai, Yu Wang, Huazhong Yang |