DISCODE: Distribution-Aware Score Decoder for Robust Automatic Evaluation of Image Captioning. - Nakamasa Inoue; Kanoko Goto; Masanari Oi; Martyna Gruszka; Mahiro Ukai; Takumi Hirose; Yusuke Sekikawa (AAAI, 2026)

From Correspondence to Actions: Human-Like Multi-Image Spatial Reasoning in Multi-modal Large Language Models. - Masanari Oi; Koki Maeda; Ryuto Koike; Daisuke Oba; Nakamasa Inoue; Naoaki Okazaki (CoRR, 2026)

Autoregressive Direct Preference Optimization. - Masanari Oi; Mahiro Ukai; Masahiro Kaneko; Naoaki Okazaki; Nakamasa Inoue (CoRR, 2026)

Synthesizing Instruction-Tuning Datasets with Contrastive Decoding. - Tatsuya Ichinose; Youmi Ma; Masanari Oi; Ryuto Koike; Naoaki Okazaki (CoRR, 2026)