Johanna Fröhlich

2026

• Fröhlich J., Heinlein B., Claar J., Rosenberger H., Belagiannis V., Müller R.:
  The Confusion is Real: GRAPHIC – A Network Science Approach to Confusion Matrices in Deep Learning
  In: Transactions on Machine Learning Research (2026)
  ISSN: 2835-8856
  URL: https://openreview.net/forum?id=UP9bx1WJwR
  BibTeX: Download

2025

• Fröhlich J., Rosenberger H., Müller R.:
  Spicing Up LLMs: The Role of PAPRICA Pruning in Linear Computation Coding
  3rd IEEE Conference on Artificial Intelligence, CAI 2025 (Santa Clara, CA, USA, May 2025 – May 2025)
  In: Proceedings – 2025 IEEE Conference on Artificial Intelligence, CAI 2025 2025
  DOI: 10.1109/CAI64502.2025.00064
  BibTeX: Download
• Rosenberger H., Fischer R., Fröhlich J., Bereyhi A., Müller R.:
  Coding for Computation: Efficient Compression of Neural Networks for Reconfigurable Hardware
  2025 IEEE Statistical Signal Processing Workshop (SSP) (Edinburgh, June 2025 – June 2025)
  In: 2025 IEEE Statistical Signal Processing Workshop (SSP), New York City: 2025
  DOI: 10.1109/SSP64130.2025.11073129
  BibTeX: Download

2023

• Rosenberger H., Fröhlich J., Bereyhi A., Müller R.:
  Linear Computation Coding: Exponential Search and Reduced-State Algorithms
  2023 Data Compression Conference, DCC 2023 (Snowbird, UT, March 2023 – March 2023)
  In: Ali Bilgin, Michael W. Marcellin, Joan Serra-Sagrista, James A. Storer (ed.): Data Compression Conference Proceedings 2023
  DOI: 10.1109/DCC55655.2023.00038
  BibTeX: Download

• Johanna Fröhlich: Journal to Conference Certification (Transactions on Machine Learning Research) – 2026
• Johanna Fröhlich: Fritz und Maria Hofmann-Preis (Fritz und Maria Hofmann-Stiftung) – 2026
• Johanna Fröhlich: Best Paper – Sustainability (IEEE Computer Society) – 2025
• Johanna Fröhlich: 2. Platz des Green ICT Awards (Forschungsfabrik Mikroelektronik Deutschland) – 2024