Publications

Alessio Quercia, Fernanda Nader, Abigail Morrison, Hanno Scharr, Ira Assent (2025). Focal Sampling SGD Biased towards Early Important Samples for Efficient Image Classification with Augmentation Selection. In Knowledge and Information Systems.

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Alessio Quercia, Zhuo Cao, Arya Bangun, Richard D. Paul, Abigail Morrison, Ira Assent, Hanno Scharr (2025). 1LoRA: Summation Compression for Very Low-Rank Adaptation. In arXiv.

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Alessio Quercia, Erenus Yildiz, Zhuo Cao, Kai Krajsek, Abigail Morrison, Ira Assent, Hanno Scharr (2024). Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks. In WACV 2025.

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Arya Bangun*, Zhuo Cao*, Alessio Quercia*, Hanno Scharr, Elizabeth Pfaehler (2024). MRI Reconstruction with Regularized 3D Diffusion Model (R3DM). In WACV 2025.

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Richard D. Paul*, Alessio Quercia*, Vincent Fortuin, Katharina Nöh, Hanno Scharr (2024). Parameter-efficient Bayesian Neural Networks for Uncertainty-aware Depth Estimation. In ECCV (UNCV) 2024.

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Alessio Quercia, Abigail Morrison, Hanno Scharr, Ira Assent (2023). SGD Biased towards Early Important Samples for Efficient Training. In ICDM 2023.

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Alessio Quercia, Thomas Frick, Fabian Egli, Nicholas Pullen, Isabelle Dupanloup, Jianbin Tang, Umar Asif, Stefan Harrer, Thomas Brunschwiler (2021). Preictal onset detection through unsupervised clustering for epileptic seizure prediction. In ICDH 2021.

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