Inoue, Naoya

7 publications

TMLR 2026 Improving LLM Unlearning Robustness via Random Perturbations Dang Huu-Tien, Hoang Thanh-Tung, Anh Tuan Bui, Phuong Minh Nguyen, Le-Minh Nguyen, Naoya Inoue

ICLR 2026 Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis Haolin Yang, Hakaze Cho, Naoya Inoue

ICLR 2026 Mechanism of Task-Oriented Information Removal in In-Context Learning Hakaze Cho, Haolin Yang, Gouki Minegishi, Naoya Inoue

ICLR 2026 Task Vectors, Learned Not Extracted: Performance Gains and Mechanistic Insights Haolin Yang, Hakaze Cho, Kaize Ding, Naoya Inoue

AAAI 2025 On Effects of Steering Latent Representation for Large Language Model Unlearning Huu-Tien Dang, Tin Pham, Hoang Thanh-Tung, Naoya Inoue

ICLR 2025 Revisiting In-Context Learning Inference Circuit in Large Language Models Hakaze Cho, Mariko Kato, Yoshihiro Sakai, Naoya Inoue

NeurIPS 2025 Unifying Attention Heads and Task Vectors via Hidden State Geometry in In-Context Learning Haolin Yang, Hakaze Cho, Yiqiao Zhong, Naoya Inoue