no code implementations • 22 May 2024 • Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu, Nicu Sebe, Mubarak Shah
Our approach, Curriculum DPO, is compared against state-of-the-art fine-tuning approaches on three benchmarks, outperforming the competing methods in terms of text alignment, aesthetics and human preference.
no code implementations • 29 Sep 2023 • Vlad Hondru, Radu Tudor Ionescu
Our empirical results on two data sets confirm the superiority of our framework over two state-of-the-art methods in the few-call model extraction scenario.
no code implementations • 2 Aug 2023 • Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu, Mubarak Shah
Our novel learning framework produces excellent results on the aforementioned task, yielding the highest gains when applied on the white-box model.
1 code implementation • 10 Sep 2022 • Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu, Mubarak Shah
Denoising diffusion models represent a recent emerging topic in computer vision, demonstrating remarkable results in the area of generative modeling.