Mandeep Baines

3 papers · 2021–2022 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad

Venues

EMNLP (1) JMLR (1) OSDI (1)

Top co-authors

Naman Goyal (2) Shruti Bhosale (2) Todor Mihaylov (1) Louis Martin (1) Xi Luo (1) Halil Akin (1) Vitaliy Liptchinsky (1) Guillaume Wenzek (1) Siddharth Goyal (1) Jingfei Du (1)

Research topics

Deep Learning (2) Machine Learning (2) Artificial Intelligence (1) Natural Language Processing (1) Applications (1) Architectures (1) Core AI (1) Learning Types (1) Optimization & Theory (1) Resources & Methods (1) Techniques (1)

Keywords

neural machine translation (1) neural network optimization (1) multilingual machine translation (1) distributed training (1) low-resource language (1) hierarchical search (1) multilingual natural language processing (1) model capacity (1) many-to-many translation (1) transformer model (1) massively multilingual model (1) algebraic transformation (1) parallel computation graph (1)

Papers

Efficient Large Scale Language Modeling with Mixtures of Experts EMNLP 2022 Unity: Accelerating DNN Training Through Joint Optimization of Algebraic Transformations and Parallelization OSDI 2022 Beyond English-Centric Multilingual Machine Translation JMLR 2021