SoC Design Automation with ML - It's Time for Research. - Vijay Deep Bhatt; Wolfgang Ecker; Volkan Esen; Zhao Han; Daniela Sanchez Lopera; Rituj Patel; Lorenzo Servadei; Sahil Singla 003; Sven Wenzek; Vijaydeep Yadav; Elena Zennaro (MLCAD, 2020)

A Survey of Graph Neural Networks for Electronic Design Automation. - Daniela Sanchez Lopera; Lorenzo Servadei; Gamze Naz Kiprit; Souvik Hazra; Robert Wille; Wolfgang Ecker (MLCAD, 2021)

RTL Delay Prediction Using Neural Networks. - Daniela Sanchez Lopera; Lorenzo Servadei; Vishwa Priyanka Kasi; Sebastian Siegfried Prebeck; Wolfgang Ecker (NorCAS, 2021)

Transformative Hardware Design Following the Model-Driven Architecture Vision. - Zhao Han; Gabriel Rutsch; Deyan Wang; Bowen Li; Sebastian Siegfried Prebeck; Daniela Sanchez Lopera; Keerthikumara Devarajegowda; Wolfgang Ecker (VLSI-SoC (Selected Papers), 2021)

Aspect-Oriented Design Automation with Model Transformation. - Zhao Han; Deyan Wang; Gabriel Rutsch; Bowen Li; Sebastian Siegfried Prebeck; Daniela Sanchez Lopera; Keerthikumara Devarajegowda; Wolfgang Ecker (VLSI-SoC, 2021)

Label-Aware Ranked Loss for Robust People Counting Using Automotive In-Cabin Radar. - Lorenzo Servadei; Huawei Sun; Julius Ott; Michael Stephan; Souvik Hazra; Thomas Stadelmayer; Daniela Sanchez Lopera; Robert Wille; Avik Santra (ICASSP, 2022)

Applying GNNs to Timing Estimation at RTL. - Daniela Sanchez Lopera; Wolfgang Ecker (ICCAD, 2022)

Industrial Experience with Open-Source EDA Tools. - Christian Lück; Daniela Sanchez Lopera; Sven Wenzek; Wolfgang Ecker (MLCAD, 2022)

Early RTL delay prediction using neural networks. - Daniela Sanchez Lopera; Lorenzo Servadei; Sebastian Siegfried Prebeck; Wolfgang Ecker (Microprocess. Microsystems, 2022)

Special Session: Machine Learning for Embedded System Design. - Erika S. Alcorta; Andreas Gerstlauer; Chenhui Deng; Qi Sun; Zhiru Zhang; Ceyu Xu; Lisa Wu Wills; Daniela Sanchez Lopera; Wolfgang Ecker; Siddharth Garg; Jiang Hu (CODES+ISSS, 2023)

MEET: A Monte Carlo Exploration-Exploitation Trade-Off for Buffer Sampling. - Julius Ott; Lorenzo Servadei; Jose A. Arjona-Medina; Enrico Rinaldi; Gianfranco Mauro; Daniela Sanchez Lopera; Michael Stephan; Thomas Stadelmayer; Avik Santra; Robert Wille (ICASSP, 2023)

Using Graph Neural Networks for Timing Estimations of RTL Intermediate Representations. - Daniela Sanchez Lopera; Ishwor Subedi; Wolfgang Ecker (MLCAD, 2023)

An Automated Exhaustive Fault Analysis Technique guided by Processor Formal Verification Methods. - Endri Kaja; Nicolas Gerlin; Bihan Zhao; Daniela Sanchez Lopera; Jad Al Halabi; Azam Sher Khan; Sebastian Prebeck; Dominik Stoffel; Wolfgang Kunz; Wolfgang Ecker (ISQED, 2024)

Fake Timer: An Engine for Accurate Timing Estimation in Register Transfer Level Designs. - Daniela Sanchez Lopera; Robert Kunzelmann; Endri Kaja; Wolfgang Ecker (ISQED, 2024)

Leveraging Large Language Models for the Automated Documentation of Hardware Designs. - Saruni Fernando; Robert Kunzelmann; Daniela Sanchez Lopera; Jad Al Halabi; Wolfgang Ecker (MECO, 2024)