no code implementations • 6 May 2025 • Lena Reissinger, Yuanyuan Li, Anna-Carolina Haensch, Neeraj Sarna
Visual Generative AI models have demonstrated remarkable capability in generating high-quality images from simple inputs like text prompts.
1 code implementation • 6 Feb 2025 • Yuanyuan Li, Neeraj Sarna, Yang Lin
Machine Learning models are being extensively used in safety critical applications where errors from these models could cause harm to the user.
no code implementations • 5 Dec 2024 • Disha Ghandwani, Neeraj Sarna, Yuanyuan Li, Yang Lin
Advanced classification algorithms are being increasingly used in safety-critical applications like health-care, engineering, etc.
no code implementations • 5 Oct 2023 • Sukrita Singh, Neeraj Sarna, Yuanyuan Li, Yang Li, Agni Orfanoudaki, Michael Berger
We solve the risk-assessment problem using the conformal prediction approach, which provides prediction intervals that are guaranteed to contain the true label with a given probability.
no code implementations • 6 Apr 2020 • Jonas Bünger, Neeraj Sarna, Manuel Torrilhon
A solution to the linear Boltzmann equation satisfies an energy bound, which reflects a natural fact: The energy of particles in a finite volume is bounded in time by the energy of particles initially occupying the volume augmented by the energy transported into the volume by particles entering the volume over time.
Numerical Analysis Numerical Analysis