Search Results for author: Tobias Schröder

Found 4 papers, 1 papers with code

Training Discrete Energy-Based Models with Energy Discrepancy

no code implementations14 Jul 2023 Tobias Schröder, Zijing Ou, Yingzhen Li, Andrew B. Duncan

Training energy-based models (EBMs) on discrete spaces is challenging because sampling over such spaces can be difficult.

Energy Discrepancies: A Score-Independent Loss for Energy-Based Models

1 code implementation NeurIPS 2023 Tobias Schröder, Zijing Ou, Jen Ning Lim, Yingzhen Li, Sebastian J. Vollmer, Andrew B. Duncan

Energy-based models are a simple yet powerful class of probabilistic models, but their widespread adoption has been limited by the computational burden of training them.

Acoustic Leak Detection in Water Networks

no code implementations11 Dec 2020 Robert Müller, Steffen Illium, Fabian Ritz, Tobias Schröder, Christian Platschek, Jörg Ochs, Claudia Linnhoff-Popien

In this work, we present a general procedure for acoustic leak detection in water networks that satisfies multiple real-world constraints such as energy efficiency and ease of deployment.

Anomaly Detection

Emosaic: Visualizing Affective Content of Text at Varying Granularity

no code implementations24 Feb 2020 Philipp Geuder, Marie Claire Leidinger, Martin von Lupin, Marian Dörk, Tobias Schröder

This approach of mapping emotion to color is aimed at helping readers to more easily grasp the emotional tone of the text.

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