| TVM: An automated end-to-end optimizing compiler for deep learning T Chen, T Moreau, Z Jiang, L Zheng, E Yan, H Shen, M Cowan, L Wang, ... 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI
, 2018 | 1656* | 2018 |
| Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality WL Chiang, Z Li, Z Lin, Y Sheng, Z Wu, H Zhang, L Zheng, S Zhuang, ... https://lmsys.org/blog/2023-03-30-vicuna/, 2023 | 425 | 2023 |
| Learning to optimize tensor programs T Chen, L Zheng, E Yan, Z Jiang, T Moreau, L Ceze, C Guestrin, ... Advances in Neural Information Processing Systems 31, 2018 | 354 | 2018 |
| Ansor: Generating High-Performance Tensor Programs for Deep Learning L Zheng, C Jia, M Sun, Z Wu, CH Yu, A Haj-Ali, Y Wang, J Yang, D Zhuo, ... 14th USENIX symposium on operating systems design and implementation (OSDI
, 2020 | 255 | 2020 |
| A hardwaresoftware blueprint for flexible deep learning specialization T Moreau, T Chen, L Vega, J Roesch, E Yan, L Zheng, J Fromm, Z Jiang, ... IEEE Micro 39 (5), 8-16, 2019 | 208* | 2019 |
| Magent: A many-agent reinforcement learning platform for artificial collective intelligence L Zheng, J Yang, H Cai, M Zhou, W Zhang, J Wang, Y Yu Proceedings of the AAAI conference on artificial intelligence 32 (1), 2018 | 202 | 2018 |
| Judging LLM-as-a-judge with MT-Bench and Chatbot Arena L Zheng, WL Chiang, Y Sheng, S Zhuang, Z Wu, Y Zhuang, Z Lin, Z Li, ... arXiv preprint arXiv:2306.05685, 2023 | 166 | 2023 |
| Alpa: Automating Inter-and Intra-Operator Parallelism for Distributed Deep Learning L Zheng, Z Li, H Zhang, Y Zhuang, Z Chen, Y Huang, Y Wang, Y Xu, ... 16th USENIX symposium on operating systems design and implementation (OSDI 22), 2022 | 107 | 2022 |
| Actnn: Reducing training memory footprint via 2-bit activation compressed training J Chen, L Zheng, Z Yao, D Wang, I Stoica, M Mahoney, J Gonzalez International Conference on Machine Learning, 1803-1813, 2021 | 45 | 2021 |
| A unified optimization approach for cnn model inference on integrated gpus L Wang, Z Chen, Y Liu, Y Wang, L Zheng, M Li, Y Wang Proceedings of the 48th International Conference on Parallel Processing, 1-10, 2019 | 35 | 2019 |
| Efficient memory management for large language model serving with pagedattention W Kwon, Z Li, S Zhuang, Y Sheng, L Zheng, CH Yu, J Gonzalez, H Zhang, ... Proceedings of the 29th Symposium on Operating Systems Principles, 611-626, 2023 | 32 | 2023 |
| FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Y Sheng, L Zheng, B Yuan, Z Li, M Ryabinin, B Chen, P Liang, C Re, ... International Conference on Machine Learning, 2023 | 31* | 2023 |
| Tenset: A large-scale program performance dataset for learned tensor compilers L Zheng, R Liu, J Shao, T Chen, JE Gonzalez, I Stoica, AH Ali Thirty-fifth Conference on Neural Information Processing Systems Datasets
, 2021 | 23 | 2021 |
| Size-to-depth: a new perspective for single image depth estimation Y Wu, S Ying, L Zheng arXiv preprint arXiv:1801.04461, 2018 | 22 | 2018 |
| Tensorir: An abstraction for automatic tensorized program optimization S Feng, B Hou, H Jin, W Lin, J Shao, R Lai, Z Ye, L Zheng, CH Yu, Y Yu, ... Proceedings of the 28th ACM International Conference on Architectural
, 2023 | 19 | 2023 |
| GACT: Activation compressed training for generic network architectures X Liu, L Zheng, D Wang, Y Cen, W Chen, X Han, J Chen, Z Liu, J Tang, ... International Conference on Machine Learning, 14139-14152, 2022 | 15* | 2022 |
| Optimizing deep learning workloads on ARM GPU with TVM L Zheng, T Chen Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament
, 2018 | 15 | 2018 |
| HO: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models Z Zhang, Y Sheng, T Zhou, T Chen, L Zheng, R Cai, Z Song, Y Tian, C Ré, ... arXiv preprint arXiv:2306.14048, 2023 | 8 | 2023 |
| AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving Z Li, L Zheng, Y Zhong, V Liu, Y Sheng, X Jin, Y Huang, Z Chen, H Zhang, ... arXiv preprint arXiv:2302.11665, 2023 | 8 | 2023 |
| Lmsys-chat-1m: A large-scale real-world llm conversation dataset L Zheng, WL Chiang, Y Sheng, T Li, S Zhuang, Z Wu, Y Zhuang, Z Li, ... arXiv preprint arXiv:2309.11998, 2023 | 4 | 2023 |
Joseph E. GonzalezProfessor of Computer Science, UC BerkeleyPatvirtintas el. paštas berkeley.edu
