Francesco Pinto

Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators

2022 · arXiv (Cornell University)

Neural image classifiers are known to undergo severe performance degradation when exposed to inputs that are sampled from environmental conditions that differ from their training data. Given the recent progress in Text-to-Image (T2I) generation, a …

Copyright-Protected Language Generation via Adaptive Model Fusion

2024 · arXiv (Cornell University)

The risk of language models reproducing copyrighted material from their training data has led to the development of various protective measures. Among these, inference-time strategies that impose constraints via post-processing have shown promise in addressing …