PanGu- : Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation W Zeng, X Ren, T Su, H Wang, Y Liao, Z Wang, X Jiang, ZZ Yang, K Wang, ...
arXiv preprint arXiv:2104.12369, 2021
251 2021 Nezha: Neural contextualized representation for chinese language understanding J Wei, X Ren, X Li, W Huang, Y Liao, Y Wang, J Lin, X Jiang, X Chen, ...
arXiv preprint arXiv:1909.00204, 2019
147 2019 Pixart-\sigma: Weak-to-strong training of diffusion transformer for 4k text-to-image generation J Chen, C Ge, E Xie, Y Wu, L Yao, X Ren, Z Wang, P Luo, H Lu, Z Li
ECCV 2024, 2024
108 2024 PanGu- : Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing X Ren, P Zhou, X Meng, X Huang, Y Wang, W Wang, P Li, X Zhang, ...
arXiv preprint arXiv:2303.10845, 2023
79 2023 Sparsebert: Rethinking the importance analysis in self-attention H Shi, J Gao, X Ren, H Xu, X Liang, Z Li, JTY Kwok
International Conference on Machine Learning, 9547-9557, 2021
51 2021 Response length perception and sequence scheduling: An llm-empowered llm inference pipeline Z Zheng, X Ren, F Xue, Y Luo, X Jiang, Y You
Advances in Neural Information Processing Systems 36, 2024
50 2024 A survey of reasoning with foundation models J Sun, C Zheng, E Xie, Z Liu, R Chu, J Qiu, J Xu, M Ding, H Li, M Geng, ...
arXiv preprint arXiv:2312.11562, 2023
44 2023 Autobert-zero: Evolving bert backbone from scratch J Gao, H Xu, H Shi, X Ren, LH Philip, X Liang, X Jiang, Z Li
Proceedings of the AAAI Conference on Artificial Intelligence 36 (10), 10663 …, 2022
42 2022 Efficientbert: Progressively searching multilayer perceptron via warm-up knowledge distillation C Dong, G Wang, H Xu, J Peng, X Ren, X Liang
Findings of the Association for Computational Linguistics: EMNLP 2021, 2021
25 2021 Numgpt: Improving numeracy ability of generative pre-trained models Z Jin, X Jiang, X Wang, Q Liu, Y Wang, X Ren, H Qu
arXiv preprint arXiv:2109.03137, 2021
22 2021 Large-scale deep learning optimizations: A comprehensive survey X He, F Xue, X Ren, Y You
arXiv preprint arXiv:2111.00856, 2021
18 2021 Came: Confidence-guided adaptive memory efficient optimization Y Luo, X Ren, Z Zheng, Z Jiang, X Jiang, Y You
ACL2023 - Outstanding Paper Award, 2023
17 2023 Edgefm: Leveraging foundation model for open-set learning on the edge B Yang, L He, N Ling, Z Yan, G Xing, X Shuai, X Ren, X Jiang
Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems …, 2023
16 2023 ScheMoE: An Extensible Mixture-of-Experts Distributed Training System with Tasks Scheduling S Shi, X Pan, Q Wang, C Liu, X Ren, Z Hu, Y Yang, B Li, X Chu
Proceedings of the Nineteenth European Conference on Computer Systems, 236-249, 2024
15 2024 One student knows all experts know: From sparse to dense F Xue, X He, X Ren, Y Lou, Y You
arXiv preprint arXiv:2201.10890, 2022
15 2022 Pangu-α: Large-scale autoregressive pretrained Chinese language models with auto-parallel computation. arXiv 2021 W Zeng, X Ren, T Su, H Wang, Y Liao, Z Wang, X Jiang, Z Yang, K Wang, ...
arXiv preprint arXiv:2104.12369, 0
15 Pangu-∑: Towards trillion parameter language model with sparse heterogeneous computing X Ren, P Zhou, X Meng, X Huang, Y Wang, W Wang, P Li, X Zhang, ...
arXiv preprint arXiv:2303.10845 10, 11-15, 2023
12 2023 Pangu W Zeng, X Ren, T Su, H Wang, Y Liao, Z Wang, X Jiang, ZZ Yang, K Wang, ...
Large-scale Autoregressive Pretrained Chinese Language Models with Auto …, 2021
8 2021 A study on transformer configuration and training objective F Xue, J Chen, A Sun, X Ren, Z Zheng, X He, Y Chen, X Jiang, Y You
International Conference on Machine Learning, 38913-38925, 2023
6 2023 Deeper vs wider: A revisit of transformer configuration F Xue, J Chen, A Sun, X Ren, Z Zheng, X He, X Jiang, Y You
arXiv preprint arXiv:2205.10505 2 (3), 2022
5 2022