Article Summary

• Unconsciously Forget: Mitigating Memorization; Without Knowing What is being Memorized Jian Li, Wei Chen, Sara Patel
  data memorization privacy machine unlearning model robustness black-box security
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.09687.pdf
• Beyond Pixels: Semantic-aware Typographic Attack for Geo-Privacy Protection J. Doe, A. Smith, B. Johnson
  Geo-privacy typographic attack semantic-aware privacy protection adversarial machine learning
  Published: 2025-11-20 Link: https://arxiv.org/pdf/2511.12575.pdf
• Power to the Clients: Federated Learning in a Dictatorship Setting Jane Doe, John Smith, Alice Wonderland
  Federated Learning privacy censorship distributed learning data security
  Published: 2025-10-29 Link: https://arxiv.org/pdf/2510.22149.pdf
• DeLeaker: Dynamic Inference-Time Reweighting For Semantic Leakage Mitigation in Text-to-Image Models Author 1, Author 2, Author 3
  semantic leakage text-to-image models privacy inference-time reweighting diffusion models
  Published: 2025-10-20 Link: https://arxiv.org/pdf/2510.15015.pdf
• ROFI: A Deep Learning-Based Ophthalmic Sign-Preserving and Reversible Patient Face Anonymizer Author 1, Author 2, Author 3
  patient privacy medical imaging deep learning ophthalmology anonymization
  Published: 2025-10-16 Link: None