Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders up to 100 Trillion Parameters. - Xiangru Lian; Binhang Yuan; Xuefeng Zhu; Yulong Wang; Yongjun He 004; Honghuan Wu; Lei Sun; Haodong Lyu; Chengjun Liu; Xing Dong; Yiqiao Liao; Mingnan Luo; et al. (KDD, 2022)

Fine-tuning Language Models over Slow Networks using Activation Quantization with Guarantees. - Jue Wang; Binhang Yuan; Luka Rimanic; Yongjun He 004; Tri Dao; Beidi Chen; Christopher Ré; Ce Zhang 001 (NeurIPS, 2022)

Decentralized Training of Foundation Models in Heterogeneous Environments. - Binhang Yuan; Yongjun He 004; Jared Davis; Tianyi Zhang; Tri Dao; Beidi Chen; Percy Liang; Christopher Ré; Ce Zhang 001 (NeurIPS, 2022)

Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees. - Jue Wang; Binhang Yuan; Luka Rimanic; Yongjun He 004; Tri Dao; Beidi Chen; Christopher Ré; Ce Zhang 001 (CoRR, 2022)

BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks. - Qiang Huang 009; Jiawei Jiang 001; Susie Xi Rao; Ce Zhang 001; Zhichao Han 001; Zitao Zhang; Xin Wang 128; Yongjun He 004; Quanqing Xu; Yang Zhao; Chuang Hu; Shuo Shang; et al. (CoRR, 2023)

Deferred Continuous Batching in Resource-Efficient Large Language Model Serving. - Yongjun He 004; Yao Lu; Gustavo Alonso (EuroMLSys@EuroSys, 2024)

Benchtemp: A General Benchmark for Evaluating Temporal Graph Neural Networks. - Qiang Huang 009; Xin Wang 128; Susie Xi Rao; Zhichao Han 001; Zitao Zhang; Yongjun He 004; Quanqing Xu; Yang Zhao; Zhigao Zheng 001; Jiawei Jiang 001 (ICDE, 2024)

Computing in the Era of Large Generative Models: From Cloud-Native to AI-Native. - Yao Lu; Song Bian 002; Lequn Chen 001; Yongjun He 004; Yulong Hui; Matthew Lentz; Beibin Li; Fei Liu; Jialin Li 001; Qi Liu; Rui Liu; Xiaoxuan Liu; et al. (CoRR, 2024)

MLKV: Efficiently Scaling up Large Embedding Model Training with Disk-based Key-Value Storage. - Yongjun He 004; Roger Waleffe; Zhichao Han 001; Johnu George; Binhang Yuan; Zitao Zhang; Yinan Shan; Yang Zhao; Debojyoti Dutta; Theodoros Rekatsinas; Ce Zhang 001 (ICDE, 2025)

Resource Multiplexing in Tuning and Serving Large Language Models. - Yongjun He 004; Haofeng Yang; Yao Lu; Ana Klimovic; Gustavo Alonso (USENIX ATC, 2025)