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Paper at a Glance Paper Title: LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model Authors: Senqiao Yang, Tianyuan Qu, Xin Lai, Zhuotao Tian, Bohao Peng, Shu Liu, Jiaya Jia Affiliation: The Chinese University of Hong Kong, SmartMore Published in: arXiv, January 2024...

Paper at a Glance Paper Title: LISA: Reasoning Segmentation via Large Language Model Authors: Xin Lai, Zhuotao Tian, Yukang Chen, Yanwei Li, Yuhui Yuan, Shu Liu, Jiaya Jia Affiliation: CUHK, HIT (Shenzhen), SmartMore, MSRA Published in: Conference on Computer Vision and Pattern Recognition (CVPR...

Paper at a Glance Paper Title: Less is More: Recursive Reasoning with Tiny Networks Authors: Alexia Jolicoeur-Martineau Affiliation: Samsung SAIL Montréal Published in: arXiv 2025 Link to Paper: https://arxiv.org/abs/2510.04871 The Gist of It: TL;DR In one sentence: This paper introduces the T...

Paper at a Glance Paper Title: ExGRPO: Learning to Reason from Experience Authors: Runzhe Zhan, Yafu Li, Zhi Wang, Xiaoye Qu, Dongrui Liu, Jing Shao, Derek F. Wong, and Yu Cheng Affiliation: University of Macau, Shanghai AI Laboratory, Nanjing University, The Chinese University of Hong Kong Publ...

Paper at a Glance Paper Title: Apriel-1.5-15B-Thinker: Mid-training is all you need Authors: Shruthan Radhakrishna, Aman Tiwari, Aanjaneya Shukla, Masoud Hashemi, Rishabh Maheshwary, et al. Affiliation: SLAM Lab, ServiceNow Published in: arXiv, October 2025 Link to Paper: https://arxiv.org/abs/2...

Paper at a Glance Paper Title: Paper2Video: Automatic Video Generation from Scientific Papers Authors: Zeyu Zhu, Kevin Qinghong Lin, Mike Zheng Shou Affiliation: Show Lab, National University of Singapore Published in: arXiv Preprint, 2025 Link to Paper: https://arxiv.org/abs/2510.05096 Project ...

Paper at a Glance Paper Title: TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning Authors: Jiaru Zou, Soumya Roy, Vinay Kumar Verma, Ziyi Wang, David Wipf, Pan Lu, Sumit Negi, James Zou, Jingrui He Affiliation: UIUC, Amazon, Purdue University, Stanford University Publi...

Paper at a Glance Paper Title: DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model Authors: Yuqi Wang, Ke Cheng, Jiawei He, Qitai Wang, Hengchen Dai, Yuntao Chen, Fei Xia, and Zhaoxiang Zhang Affiliation: Chinese Academy of Sciences, Meituan Inc., HKISI CAS Publ...

Paper at a Glance Paper Title: The Dragon Hatchling: The Missing Link between the Transformer and Models of the Brain Authors: Adrian Kosowski, Przemysław Uznański, Jan Chorowski, Zuzanna Stamirowska, Michał Bartoszkiewicz Affiliation: Pathway, Palo Alto, USA Published in: arXiv Preprint, 2025 L...

Paper at a Glance Paper Title: The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits Authors: Shuming Ma, Hongyu Wang, Lingxiao Ma, Lei Wang, Wenhui Wang, Shaohan Huang, Li Dong, Ruiping Wang, Jilong Xue, Furu Wei Affiliation: Microsoft Research, University of Chinese Academy of Scie...