publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2024

  1. MelissaDL x Breed: Towards Data-Efficient On-line Supervised Training of Multi-parametric Surrogates with Active Learning
    Dymchenko, Sofya, Purandare, Abhishek,  and Raffin, Bruno
    In AI4S 2024 - 5th Workshop on artificial intelligence and machine learning for scientific applications Nov 2024

2023

  1. Loss-driven sampling within hard-to-learn areas for simulation-based neural network training
    Dymchenko, Sofya,  and Raffin, Bruno
    In MLPS 2023 - Machine Learning and the Physical Sciences Workshop at NeurIPS 2023 - 37th conference on Neural Information Processing Systems Dec 2023