Jacob Goldberger
יעקב גולדברגר
Faculty of Engineering
Bar Ilan University, Israel
jacob.goldberger at biu.ac.il

statistical machine learning and deep learning algorithms

My research deals with developing and analyzing efficient and effective machine learning and deep learning algorithms and applying these algorithms to a large variety of applications such as computer vision, signal processing, medical image processing, speech processing, and natural language processing.

I'm actively looking for strong and motivated PhD and MSc students to join my lab. Check out my recent publications to get an idea of the topics i'm most interested in. Information for prospective students

My Google Scholar page, DBLP page and CV

Conformal Prediction Conference 2025 (COPA)

Recent Publications:

• Source-free domain adaptation with pseudo-labeling quality assessed by SAM in Fundus image segmentation, Bar Yaacovi and Jacob Goldberger, IEEE International Symposium on Biomedical Imaging (ISBI), 2025.
• Clinical measurements with calibrated instance-dependent confidence interval, Rotem Nizhar, Lior Frenkel and Jacob Goldberger, Medical Imaging with Deep Learning (MIDL), 2025.
• Automatic detection of domain shifts in speech enhancement systems using confidence-based metrics, Lior Frenkel, Shlomo E. Chazan and Jacob Goldberger, IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP), 2025.
• Auditory attention decoding based on neural-network for binaural beamforming applications, Roy Gueta, Elana Zion-Golumbic, Jacob Goldberger and Sharon Gannot, Frontiers in Signal Processing, 2025.

I'm a member of the Bar-Ilan Data Science Institute.

My Erdös Number is 2.