Human-Centric Research for NLP: Towards a Definition and Guiding Questions

no code implementations • 10 Jul 2022 • Bhushan Kotnis, Kiril Gashteovski, Julia Gastinger, Giuseppe Serra, Francesco Alesiani, Timo Sztyler, Ammar Shaker, Na Gong, Carolin Lawrence, Zhao Xu

With Human-Centric Research (HCR) we can steer research activities so that the research outcome is beneficial for human stakeholders, such as end users.

ProcK: Machine Learning for Knowledge-Intensive Processes

no code implementations • 10 Sep 2021 • Tobias Jacobs, Jingyi Yu, Julia Gastinger, Timo Sztyler

We present a novel methodology to build powerful predictive process models.

Attribute BIG-bench Machine Learning +2

Explaining Neural Matrix Factorization with Gradient Rollback

1 code implementation • 12 Oct 2020 • Carolin Lawrence, Timo Sztyler, Mathias Niepert

Moreover, we show theoretically that the difference between gradient rollback's influence approximation and the true influence on a model's behavior is smaller than known bounds on the stability of stochastic gradient descent.

Influence Approximation Knowledge Base Completion +1