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Haruki Sato

2 accepted papers

2024

Direct Metric Optimization for Image Captioning through Reward-Weighted Augmented Data Utilization

ACL 2024long

While image captioning is an essential field of vision language models (VLM), a lack of continuity between the learning objective and final performance metrics of VLMs complicates their training and optimization. Reinforcement learning (RL) can directly optimize such metrics, but it is accompanied b…

Cited by 1SourcePDFScholar
2022

Diversified Adversarial Attacks based on Conjugate Gradient Method

ICML 2022spotlight

Deep learning models are vulnerable to adversarial examples, and adversarial attacks used to generate such examples have attracted considerable research interest. Although existing methods based on the steepest descent have achieved high attack success rates, ill-conditioned problems occasionally re…