Machine Learning with Requirements: a Manifesto

7 April 2023

Papers citing "Machine Learning with Requirements: a Manifesto"

9 / 9 papers shown

Title
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints Mihaela C. Stoian Eleonora Giunchiglia 73 2 0 25 Feb 2025
ROAD-Waymo: Action Awareness at Scale for Autonomous Driving Salman Khan Izzeddin Teeti Reza Javanmard Alitappeh Mihaela C. Stoian Eleonora Giunchiglia Gurkirt Singh Andrew Bradley Fabio Cuzzolin 21 0 0 03 Nov 2024
PiShield: A PyTorch Package for Learning with Requirements Mihaela C. Stoian Alex Tatomir Thomas Lukasiewicz Eleonora Giunchiglia 16 1 0 28 Feb 2024
How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data Mihaela C. Stoian Salijona Dyrmishi Maxime Cordy Thomas Lukasiewicz Eleonora Giunchiglia 13 14 0 07 Feb 2024
AutoPrognosis 2.0: Democratizing Diagnostic and Prognostic Modeling in Healthcare with Automated Machine Learning F. Imrie B. Cebere E. McKinney M. Schaar 57 18 0 21 Oct 2022
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 70 196 0 25 Dec 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019
Traffic Prediction Based on Random Connectivity in Deep Learning with Long Short-Term Memory Yuxiu Hua Zhifeng Zhao Rongpeng Li Xianfu Chen Zhiming Liu Honggang Zhang AI4TS 24 39 0 08 Nov 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 219 3,658 0 28 Feb 2017