4 papers
Regularity theory for non-local almost minimal surfaces via Euler-Lagrange inequalities at small scales
Serena Dipierro, Ovidiu Savin, Enrico Valdinoci +1
We extend the notion of non-local almost minimal sets introduced in [Dipierro, Valdinoci, and Villa, J. Math. Pures Appl. (2026)] by admitting lower-order powers for the remainder…
Understanding Calibration and Truncation Error Propagation in Training-Free Low-Rank Compression for LLMs
Mohanad Odema, Gabrielle De Micheli, Dayin Gou +3
Training-free low-rank compression frameworks have been gaining prominence for LLM compression given their effectiveness in reducing model parameter count while maintaining task-le…
Lightweight, Practical Encrypted Face Recognition with GPU Support
Gabrielle De Micheli, Syed Mahbub Hafiz, Geovandro Pereira +5
Face recognition typically operates in a client-server setting, where the client extracts a compact face embedding and the server performs similarity search over a template databas…
HE-LRM: Encrypted Deep Learning Recommendation Models using Fully Homomorphic Encryption
Karthik Garimella, Austin Ebel, Gabrielle De Micheli +1
Fully Homomorphic Encryption (FHE) enables computation directly on encrypted data and privacy-preserving neural inference in the cloud. Existing solutions focus on models with dens…