Alessio Quercia

According to our database, Alessio Quercia authored at least 12 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Least but not Last: Fine-tuning Intermediate Principal Components for Better Performance-Forgetting Trade-Offs.

Alessio Quercia, Arya Bangun, Ira Assent, Hanno Scharr

CoRR, February, 2026

1LoRa: Summation Compression for Very Low-Rank Adaptation.

Alessio Quercia, Zhuo Cao, Arya Bangun, Richard D. Paul, Abigail Morrison, Ira Assent, Hanno Scharr

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2026

Self-Supervised Learning Based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation.

Qin Wang, Alessio Quercia, Benjamin Bruns, Abigail Morrison, Hanno Scharr, Kai Krajsek

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Physics-Guided Diffusion Priors for Multi-Slice Reconstruction in Scientific Imaging.

Laurentius Valdy, Richard D. Paul, Alessio Quercia, Zhuo Cao, Xuan Zhao, Hanno Scharr, Arya Bangun

CoRR, December, 2025

Focal Sampling: SGD biased towards early important samples for efficient image classification with augmentation selection.

Alessio Quercia, Fernanda Nader, Abigail Morrison, Hanno Scharr, Ira Assent

Knowl. Inf. Syst., November, 2025

On data and knowledge transfer efficiency in deep learning.

Alessio Quercia

PhD thesis, 2025

Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks.

Alessio Quercia, Erenus Yildiz, Zhuo Cao, Kai Krajsek, Abigail Morrison, Ira Assent, Hanno Scharr

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

MRI Reconstruction with Regularized 3D Diffusion Model (R3DM).

Arya Bangun, Zhuo Cao, Alessio Quercia, Hanno Scharr, Elisabeth Pfaehler

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

2024

Refining computer tomography data with super-resolution networks to increase the accuracy of respiratory flow simulations.

Xin Liu, Mario Rüttgers, Alessio Quercia, Romain Egele, Elisabeth Pfaehler, Rushikesh Shende, Marcel Aach, Wolfgang Schröder, Prasanna Balaprakash, Andreas Lintermann

Future Gener. Comput. Syst., 2024

Parameter-efficient Bayesian Neural Networks for Uncertainty-aware Depth Estimation.

Richard D. Paul, Alessio Quercia, Vincent Fortuin, Katharina Nöh, Hanno Scharr

CoRR, 2024

2023

SGD Biased towards Early Important Samples for Efficient Training.

Alessio Quercia, Abigail Morrison, Hanno Scharr, Ira Assent

Proceedings of the IEEE International Conference on Data Mining, 2023

2021

Preictal onset detection through unsupervised clustering for epileptic seizure prediction.

Alessio Quercia, Thomas Frick, Fabian Emanuel Egli, Nicholas Pullen, Isabelle Dupanloup, Jianbin Tang, Umar Asif, Stefan Harrer, Thomas Brunschwiler

Proceedings of the IEEE International Conference on Digital Health, 2021