Vamsi K. Potluru
3 papers in the PaperMetrix corpus
Papers by this author
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Graph Belief Propagation Networks
2021 · arXiv (Cornell University)
With the wide-spread availability of complex relational data, semi-supervised node classification in graphs has become a central machine learning problem. Graph neural networks are a recent class of easy-to-train and accurate methods for this problem …
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A supervised generative optimization approach for tabular data
2023
Synthetic data generation has emerged as a crucial topic for financial institutions, driven by multiple factors, such as privacy protection and data augmentation. Many algorithms have been proposed for synthetic data generation but reaching the …
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Underestimated Privacy Risks for Minority Populations in Large Language Model Unlearning
2024 · arXiv (Cornell University)
Large Language Models (LLMs) embed sensitive, human-generated data, prompting the need for unlearning methods. Although certified unlearning offers strong privacy guarantees, its restrictive assumptions make it unsuitable for LLMs, giving rise to various heuristic approaches …