2 papers
cs.LG2026
Similarity-Aware Machine Unlearning
Madhavan Citalamangalam Kumaran, Midhun Parakkal Unni, Vicky Kouni +1
Machine unlearning removes the influence of user-specified training examples from a trained model, avoiding the need to retrain it from scratch. Localization-based methods improve…
cs.LG2026
Human-Machine Collaboration on Generative Meta-Learning: Model and Algorithm
Midhun Parakkal Unni, Samuel Kaski
Generalizing machine learning models to environments that differ from their training distribution remains a critical hurdle, particularly when data from the target domain is entire…