publications

publications by categories in reversed chronological order.

2023

Global Selection of Contrastive Batches via Optimization on Sample Permutations

Vin Sachidananda, Ziyi Yang , and Chenguang Zhu

In International Conference on Machine Learning (ICML) , 2023

Bib PDF Code Slides

@inproceedings{pmlr-v202-sachidananda23a,
  title = {Global Selection of Contrastive Batches via Optimization on Sample Permutations},
  author = {Sachidananda, Vin and Yang, Ziyi and Zhu, Chenguang},
  booktitle = {International Conference on Machine Learning (ICML)},
  pages = {29542--29562},
  year = {2023},
  editor = {Krause, Andreas and Brunskill, Emma and Cho, Kyunghyun and Engelhardt, Barbara and Sabato, Sivan and Scarlett, Jonathan},
  volume = {202},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
  url = {https://proceedings.mlr.press/v202/sachidananda23a.html},
  talk = {https://icml.cc/virtual/2023/poster/24490},
}

2022

Dissertation

Inner product matrix algorithms for transfer and adaptation of language representations

Vin Sachidananda

Stanford University Ph.D. Dissertation, 2022

@article{thesis,
  author = {Sachidananda, Vin},
  journal = {Stanford University Ph.D. Dissertation},
  publisher = {Department of Electrical Engineering},
  title = {Inner product matrix algorithms for transfer and adaptation of language representations},
  url = {https://stacks.stanford.edu/file/druid:xj717fb0201/Vinayak_Sachidananda_Thesis_Final-augmented.pdf},
  year = {2022},
}

CALM: Contrastive Aligned Audio-Language Multirate and Multimodal Representations

Vin Sachidananda, Shao-Yen Tseng , Erik Marchi , and 2 more authors

arXiv, 2022

@article{Sachidananda2022CALMCA,
  title = {CALM: Contrastive Aligned Audio-Language Multirate and Multimodal Representations},
  author = {Sachidananda, Vin and Tseng, Shao-Yen and Marchi, Erik and Kajarekar, Sachin S. and Georgiou, Panayiotis G.},
  journal = {arXiv},
  year = {2022},
  volume = {abs/2202.03587},
  url = {https://api.semanticscholar.org/CorpusID:246652449},
}

2021

Filtered Inner Product Projection for Crosslingual Embedding Alignment

Vin Sachidananda, Ziyi Yang , and Chenguang Zhu

In International Conference on Learning Representations (ICLR) , 2021

Bib PDF Code Slides

@inproceedings{sachidananda2021filtered,
  title = {Filtered Inner Product Projection for Crosslingual Embedding Alignment},
  author = {Sachidananda, Vin and Yang, Ziyi and Zhu, Chenguang},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://openreview.net/forum?id=A2gNouoXE7},
}

EMNLP

Efficient Domain Adaptation of Language Models via Adaptive Tokenization

Vin Sachidananda, Jason Kessler , and Yi-An Lai

In Simple and Efficient NLP, Empirical Methods in Natural Language Processing (EMNLP) , 2021

@inproceedings{sachidananda-etal-2021-efficient,
  title = {Efficient Domain Adaptation of Language Models via Adaptive Tokenization},
  author = {Sachidananda, Vin and Kessler, Jason and Lai, Yi-An},
  editor = {Moosavi, Nafise Sadat and Gurevych, Iryna and Fan, Angela and Wolf, Thomas and Hou, Yufang and Marasovi{\'c}, Ana and Ravi, Sujith},
  booktitle = {Simple and Efficient NLP, Empirical Methods in Natural Language Processing (EMNLP)},
  year = {2021},
  address = {Virtual},
  publisher = {Association for Computational Linguistics (ACL)},
  url = {https://aclanthology.org/2021.sustainlp-1.16},
  doi = {10.18653/v1/2021.sustainlp-1.16},
  pages = {155--165},
}

2019

ACL

Embedding Imputation with Grounded Language Information

Ziyi Yang , Chenguang Zhu , Vin Sachidananda, and 1 more author

In Proceedings of the Association for Computational Linguistics (ACL) , 2019

@inproceedings{yang-etal-2019-embedding,
  title = {Embedding Imputation with Grounded Language Information},
  author = {Yang, Ziyi and Zhu, Chenguang and Sachidananda, Vin and Darve, Eric},
  editor = {Korhonen, Anna and Traum, David and M{\`a}rquez, Llu{\'\i}s},
  booktitle = {Proceedings of the Association for Computational Linguistics (ACL)},
  year = {2019},
  address = {Florence, Italy},
  publisher = {Association for Computational Linguistics (ACL)},
  url = {https://aclanthology.org/P19-1326},
  doi = {10.18653/v1/P19-1326},
  pages = {3356--3361},
}

2018

The Global Anchor Method for Quantifying Linguistic Shifts and Domain Adaptation

Zi Yin , Vin Sachidananda, and Balaji Prabhakar

In Advances in Neural Information Processing Systems (NeurIPS) , 2018

@inproceedings{NEURIPS2018_80b618eb,
  author = {Yin, Zi and Sachidananda, Vin and Prabhakar, Balaji},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  editor = {Bengio, S. and Wallach, H. and Larochelle, H. and Grauman, K. and Cesa-Bianchi, N. and Garnett, R.},
  pages = {},
  publisher = {Curran Associates, Inc.},
  title = {The Global Anchor Method for Quantifying Linguistic Shifts and Domain Adaptation},
  url = {https://proceedings.neurips.cc/paper_files/paper/2018/file/80b618ebcac7aa97a6dac2ba65cb7e36-Paper.pdf},
  volume = {31},
  year = {2018},
}

U.S. Patent

Assortment Optimization

Juan Manuel Chaneton , Gregory Yu , Vin Sachidananda, and 1 more author

US 2018 / 0032934 A1, 2018

@article{patent,
  title = {Assortment Optimization},
  author = {Chaneton, Juan Manuel and Yu, Gregory and Sachidananda, Vin and Farias, Vivek},
  year = {2018},
  journal = {US 2018 / 0032934 A1},
}

2017

Online Learning for Causal Bandits

Vin Sachidananda, and Emma Brunskill

In Semantic Scholar , 2017

@inproceedings{Sachidananda2017OnlineLF,
  title = {Online Learning for Causal Bandits},
  author = {Sachidananda, Vin and Brunskill, Emma},
  year = {2017},
  booktitle = {Semantic Scholar},
  url = {https://api.semanticscholar.org/CorpusID:26215248},
}