4 papers
When Forgotten Facts Return: Relearning-Aware Unlearning of Knowledge Graph Embeddings via Tangent Kernels
Parnian Fazel, Mohammad M Maheri, Hamed Haddadi
Approximate unlearning answers a deletion request on a knowledge-graph embedding by editing entity embeddings instead of retraining from scratch. These embeddings keep being update…
ImagenWorld: Stress-Testing Image Generation Models with Explainable Human Evaluation on Open-ended Real-World Tasks
Samin Mahdizadeh Sani, Max Ku, Nima Jamali +23
Advances in diffusion, autoregressive, and hybrid models have enabled high-quality image synthesis for tasks such as text-to-image, editing, and reference-guided composition. Yet,…
Energy-Efficient Real-Time 4-Stage Sleep Classification at 10-Second Resolution
Zahra Mohammadi, Parnian Fazel, Siamak Mohammadi
Sleep stage classification is critical for diagnosing and managing disorders like sleep apnea and insomnia. However, conventional methods like polysomnography are costly and imprac…
ParsiPy: NLP Toolkit for Historical Persian Texts in Python
Farhan Farsi, Parnian Fazel, Sepand Haghighi +5
The study of historical languages presents unique challenges due to their complex orthographic systems, fragmentary textual evidence, and the absence of standardized digital repres…