Efficient and Scalable Machine Learning

@inproceedings{fc9f9a2e-07ba-4d9c-80eb-3e752c3de546,
  title = {Provable Memorization Capacity of Transformers},
  author = {Junghwan Kim and Michelle Kim and Barzan Mozafari},
  booktitle = {International Conference on Learning Representations},
  year = {2023}
}

@inproceedings{28ac94bf-9350-4c8e-9db9-be0ca9462193,
  title = {Communication-efficient Distributed Learning for Large Batch Optimization},
  author = {Rui Liu and Barzan Mozafari},
  booktitle = {International Conference on Machine Learning},
  year = {2022}
}

@article{827b5848-9769-4515-859a-00684c66001b,
  title = {Gating Dropout: Communication-efficient Regularization for Sparsely Activated Transformers},
  author = {Rui Liu and Young Jin Kim and Alexandre Muzio and Barzan Mozafari and Hany Hassan Awadalla},
  journal = {Computing Research Repository},
  year = {2022},
  doi = {10.48550/arXiv.2205.14336}
}

@inproceedings{6cc98046-40b9-494e-8465-41691680aa8d,
  title = {Transformer with Memory Replay},
  author = {Rui Liu and Barzan Mozafari},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year = {2022},
  doi = {10.1609/aaai.v36i7.20722}
}

@inproceedings{1e2a0585-51f5-4b07-b5de-2877e808f6d3,
  title = {Adam with Bandit Sampling for Deep Learning},
  author = {Rui Liu and Tianyi Wu and Barzan Mozafari},
  booktitle = {Conference on Neural Information Processing Systems},
  year = {2020}
}

@inproceedings{9c840b8a-a86d-4d1a-b574-e66882839453,
  title = {A Bandit Approach to Maximum Inner Product Search},
  author = {Rui Liu and Tianyi Wu and Barzan Mozafari},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year = {2019},
  doi = {10.1609/aaai.v33i01.33014376}
}

@inproceedings{50db23fc-a5a3-4d7f-ac07-2a696129c92f,
  title = {BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees},
  author = {Yongjoo Park and Jingyi Qing and Xiaoyang Shen and Barzan Mozafari},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2019},
  doi = {10.1145/3299869.3300077}
}

@inproceedings{3d85b4a4-1828-4a74-976a-b67efc094f3f,
  title = {Revisiting Projection-Free Optimization for Strongly Convex Constraint Sets},
  author = {Jarrid Rector-Brooks and Jun-Kun Wang and Barzan Mozafari},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year = {2019},
  doi = {10.1609/aaai.v33i01.33011576}
}