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スケーリング除去を超えた拡散モデルの推論時スケーリング
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Nanye Ma, Shangyuan Tong, Haolin Jia, Hexiang Hu, Yu-Chuan Su, Mingda Zhang, Xuan Yang, Yandong Li, Tommi Jaakkola, Xuhui Jia, Saining XieJan 16, 2025352

オムニシンク:思考を通じた機械執筆における知識境界の拡大
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking

Zekun Xi, Wenbiao Yin, Jizhan Fang, Jialong Wu, Runnan Fang, Ningyu Zhang, Jiang Yong, Pengjun Xie, Fei Huang, Huajun ChenJan 16, 2025292

再構築と生成のためのビジュアルトークナイザのスケーリングに関する学び
Learnings from Scaling Visual Tokenizers for Reconstruction and Generation

Philippe Hansen-Estruch, David Yan, Ching-Yao Chung, Orr Zohar, Jialiang Wang, Tingbo Hou, Tao Xu, Sriram Vishwanath, Peter Vajda, Xinlei ChenJan 16, 2025203

高度な患者シミュレータを用いた問い合わせと診断の関係の探索
Exploring the Inquiry-Diagnosis Relationship with Advanced Patient Simulators

Zhaocheng Liu, Quan Tu, Wen Ye, Yu Xiao, Zhishou Zhang, Hengfu Cui, Yalun Zhu, Qiang Ju, Shizheng Li, Jian XieJan 16, 2025164

大規模推論モデルに向けて:大規模言語モデルを用いた強化推論の調査
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Fengli Xu, Qianyue Hao, Zefang Zong, Jingwei Wang, Yunke Zhang, Jingyi Wang, Xiaochong Lan, Jiahui Gong, Tianjian Ouyang, Fanjin Meng, Chenyang Shao, Yuwei Yan, Qinglong Yang, Yiwen Song, Sijian Ren, Xinyuan Hu, Yu Li, Jie Feng, Chen Gao, Yong LiJan 16, 2025142

高速: ビジョン-言語-アクションモデルのための効率的なアクションのトークン化
FAST: Efficient Action Tokenization for Vision-Language-Action Models

Karl Pertsch, Kyle Stachowicz, Brian Ichter, Danny Driess, Suraj Nair, Quan Vuong, Oier Mees, Chelsea Finn, Sergey LevineJan 16, 2025112