Aditi Raghunathan
3 papers in the PaperMetrix corpus
Papers by this author
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Semidefinite relaxations for certifying robustness to adversarial examples
2018 · arXiv (Cornell University)
Despite their impressive performance on diverse tasks, neural networks fail catastrophically in the presence of adversarial inputs---imperceptibly but adversarially perturbed versions of natural inputs. We have witnessed an arms race between defenders who attempt to …
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Scaling Laws for Data Filtering—Data Curation Cannot be Compute Agnostic
2024
Vision-language models (VLMs) are trained for thousands of GPU hours on carefully selected subsets of massive web scrapes. For instance, the LAION public dataset retained only about 10% of the total crawled data. In recent …
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Certified Robustness to Adversarial Word Substitutions
2019
Robin Jia, Aditi Raghunathan, Kerem Göksel, Percy Liang. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.