2 papers
cs.LG2025
PULSE: Practical Evaluation Scenarios for Large Multimodal Model Unlearning
Tatsuki Kawakami, Kazuki Egashira, Atsuyuki Miyai +2
In recent years, unlearning techniques, which are methods for inducing a model to "forget" previously learned information, have attracted attention as a way to address privacy and…
cs.CV2025
A Benchmark and Evaluation for Real-World Out-of-Distribution Detection Using Vision-Language Models
Shiho Noda, Atsuyuki Miyai, Qing Yu +2
Out-of-distribution (OOD) detection is a task that detects OOD samples during inference to ensure the safety of deployed models. However, conventional benchmarks have reached perfo…