Resource Central: Understanding and Predicting Workloads for Improved Resource Management in Large Cloud Platforms. - Eli Cortez; Anand Bonde; Alexandre Muzio; Mark Russinovich; Marcus Fontoura; Ricardo Bianchini (SOSP, 2017)

Toward ML-centric cloud platforms. - Ricardo Bianchini; Marcus Fontoura; Eli Cortez; Anand Bonde; Alexandre Muzio; Ana-Maria Constantin; Thomas Moscibroda; Gabriel Magalhães 001; Girish Bablani; Mark Russinovich (Commun. ACM, 2020)

XLM-T: Scaling up Multilingual Machine Translation with Pretrained Cross-lingual Transformer Encoders. - Shuming Ma; Jian Yang 030; Haoyang Huang; Zewen Chi; Li Dong 004; Dongdong Zhang 001; Hany Hassan Awadalla; Alexandre Muzio; Akiko Eriguchi; Saksham Singhal; Xia Song; Arul Menezes; et al. (CoRR, 2020)

Discovering Representation Sprachbund For Multilingual Pre-Training. - Yimin Fan; Yaobo Liang; Alexandre Muzio; Hany Hassan; Houqiang Li; Ming Zhou 001; Nan Duan (EMNLP (Findings), 2021)

Improving Multilingual Translation by Representation and Gradient Regularization. - Yilin Yang; Akiko Eriguchi; Alexandre Muzio; Prasad Tadepalli; Stefan Lee; Hany Hassan (EMNLP (1), 2021)

Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task. - Jian Yang 030; Shuming Ma; Haoyang Huang; Dongdong Zhang 001; Li Dong 004; Shaohan Huang; Alexandre Muzio; Saksham Singhal; Hany Hassan; Xia Song; Furu Wei (WMT@EMNLP, 2021)

DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders. - Shuming Ma; Li Dong 004; Shaohan Huang; Dongdong Zhang 001; Alexandre Muzio; Saksham Singhal; Hany Hassan Awadalla; Xia Song; Furu Wei (CoRR, 2021)

Scalable and Efficient MoE Training for Multitask Multilingual Models. - Young Jin Kim 001; Ammar Ahmad Awan; Alexandre Muzio; Andrés Felipe Cruz-Salinas; Liyang Lu; Amr Hendy; Samyam Rajbhandari; Yuxiong He; Hany Hassan Awadalla (CoRR, 2021)

Gating Dropout: Communication-efficient Regularization for Sparsely Activated Transformers. - Rui Liu 013; Young Jin Kim 001; Alexandre Muzio; Hany Hassan (ICML, 2022)

Gating Dropout: Communication-efficient Regularization for Sparsely Activated Transformers. - Rui Liu 013; Young Jin Kim 001; Alexandre Muzio; Barzan Mozafari; Hany Hassan Awadalla (CoRR, 2022)

SEER-MoE: Sparse Expert Efficiency through Regularization for Mixture-of-Experts. - Alexandre Muzio; Alex Sun; Churan He (CoRR, 2024)

SQL-PaLM: Improved large language model adaptation for Text-to-SQL. - Ruoxi Sun 002; Sercan Ö. Arik; Alexandre Muzio; Lesly Miculicich; Satya Kesav Gundabathula; Pengcheng Yin; Hanjun Dai; Hootan Nakhost; Rajarishi Sinha; Zifeng Wang 002; Tomas Pfister (Trans. Mach. Learn. Res., 2024)