Daily Paper Cast

🤗 Upvotes: 44 | cs. CL Authors: Siyuan Wang, Gaokai Zhang, Li Lyna Zhang, Ning Shang, Fan Yang, Dongyao Chen, Mao Yang Title: LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts Arxiv: http://arxiv.org/abs/2510.19363v1 Abstract: Reasoning over long contexts is essential for large language models. While reinforcement learning (RL) enhances short-context reasoning by inducing "...

🤗 Upvotes: 42 | cs. LG, cs. AI Authors: Giorgos Nikolaou, Tommaso Mencattini, Donato Crisostomi, Andrea Santilli, Yannis Panagakis, Emanuele Rodolà Title: Language Models are Injective and Hence Invertible Arxiv: http://arxiv.org/abs/2510.15511v3 Abstract: Transformer components such as non-linear activations and normalization are inherently non-injective, suggesting that different inputs could m...

🤗 Upvotes: 34 | cs. RO, cs. CV Authors: GigaBrain Team, Angen Ye, Boyuan Wang, Chaojun Ni, Guan Huang, Guosheng Zhao, Haoyun Li, Jie Li, Jiagang Zhu, Lv Feng, Peng Li, Qiuping Deng, Runqi Ouyang, Wenkang Qin, Xinze Chen, Xiaofeng Wang, Yang Wang, Yifan Li, Yilong Li, Yiran Ding, Yuan Xu, Yun Ye, Yukun Zhou, Zhehao Dong, Zhenan Wang, Zhichao Liu, Zheng Zhu Title: GigaBrain-0: A World Model-Powered...

🤗 Upvotes: 86 | cs. CL, cs. AI, cs. CV, cs. LG, cs. MA Authors: Jizhan Fang, Xinle Deng, Haoming Xu, Ziyan Jiang, Yuqi Tang, Ziwen Xu, Shumin Deng, Yunzhi Yao, Mengru Wang, Shuofei Qiao, Huajun Chen, Ningyu Zhang Title: LightMem: Lightweight and Efficient Memory-Augmented Generation Arxiv: http://arxiv.org/abs/2510.18866v1 Abstract: Despite their remarkable capabilities, Large Language Models (LL...

🤗 Upvotes: 70 | cs. LG, cs. DC Authors: Yonghao Zhuang, Junda Chen, Bo Pang, Yi Gu, Yibo Zhu, Yimin Jiang, Ion Stoica, Eric Xing, Hao Zhang Title: Efficient Long-context Language Model Training by Core Attention Disaggregation Arxiv: http://arxiv.org/abs/2510.18121v1 Abstract: We present core attention disaggregation (CAD), a technique that improves long-context large language model training by d...

🤗 Upvotes: 68 | cs. CV Authors: Jiahan Zhang, Muqing Jiang, Nanru Dai, Taiming Lu, Arda Uzunoglu, Shunchi Zhang, Yana Wei, Jiahao Wang, Vishal M. Patel, Paul Pu Liang, Daniel Khashabi, Cheng Peng, Rama Chellappa, Tianmin Shu, Alan Yuille, Yilun Du, Jieneng Chen Title: World-in-World: World Models in a Closed-Loop World Arxiv: http://arxiv.org/abs/2510.18135v1 Abstract: Generative world models (WM...

🤗 Upvotes: 59 | cs. CV Authors: Yibin Wang, Zhimin Li, Yuhang Zang, Jiazi Bu, Yujie Zhou, Yi Xin, Junjun He, Chunyu Wang, Qinglin Lu, Cheng Jin, Jiaqi Wang Title: UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation Arxiv: http://arxiv.org/abs/2510.18701v1 Abstract: Recent progress in text-to-image (T2I) generation underscores the importance of reliable benchmarks i...

🤗 Upvotes: 46 | cs. CE Authors: Weida Wang, Benteng Chen, Di Zhang, Wanhao Liu, Shuchen Pu, Ben Gao, Jin Zeng, Xiaoyong Wei, Tianshu Yu, Shuzhou Sun, Tianfan Fu, Wanli Ouyang, Lei Bai, Jiatong Li, Zifu Wang, Yuqiang Li, Shufei Zhang Title: Chem-R: Learning to Reason as a Chemist Arxiv: http://arxiv.org/abs/2510.16880v2 Abstract: Although large language models (LLMs) have significant potential to...

🤗 Upvotes: 33 | cs. CV Authors: Weinan Jia, Yuning Lu, Mengqi Huang, Hualiang Wang, Binyuan Huang, Nan Chen, Mu Liu, Jidong Jiang, Zhendong Mao Title: MoGA: Mixture-of-Groups Attention for End-to-End Long Video Generation Arxiv: http://arxiv.org/abs/2510.18692v1 Abstract: Long video generation with Diffusion Transformers (DiTs) is bottlenecked by the quadratic scaling of full attention with seque...

🤗 Upvotes: 30 | cs. CV, cs. AI, cs. CL Authors: Haochen Wang, Yuhao Wang, Tao Zhang, Yikang Zhou, Yanwei Li, Jiacong Wang, Jiani Zheng, Ye Tian, Jiahao Meng, Zilong Huang, Guangcan Mai, Anran Wang, Yunhai Tong, Zhuochen Wang, Xiangtai Li, Zhaoxiang Zhang Title: Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs Arxiv: http://arxiv.org/abs/2510.18876v2 Abstract:...

🤗 Upvotes: 27 | cs. CL, cs. AI Authors: Ling Team, Anqi Shen, Baihui Li, Bin Hu, Bin Jing, Cai Chen, Chao Huang, Chao Zhang, Chaokun Yang, Cheng Lin, Chengyao Wen, Congqi Li, Deng Zhao, Dingbo Yuan, Donghai You, Fagui Mao, Fanzhuang Meng, Feng Xu, Guojie Li, Guowei Wang, Hao Dai, Haonan Zheng, Hong Liu, Jia Guo, Jiaming Liu, Jian Liu, Jianhao Fu, Jiannan Shi, Jianwen Wang, Jianxin Lai, Jin Yang,...

🤗 Upvotes: 24 | cs. CV Authors: Shihao Li, Yuanxing Zhang, Jiangtao Wu, Zhide Lei, Yiwen He, Runzhe Wen, Chenxi Liao, Chengkang Jiang, An Ping, Shuo Gao, Suhan Wang, Zhaozhou Bian, Zijun Zhou, Jingyi Xie, Jiayi Zhou, Jing Wang, Yifan Yao, Weihao Xie, Yingshui Tan, Yanghai Wang, Qianqian Xie, Zhaoxiang Zhang, Jiaheng Liu Title: IF-VidCap: Can Video Caption Models Follow Instructions? Arxiv: http:/...

🤗 Upvotes: 56 | cs. AI, cs. CL, cs. DB Authors: Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du Title: DeepAnalyze: Agentic Large Language Models for Autonomous Data Science Arxiv: http://arxiv.org/abs/2510.16872v1 Abstract: Autonomous data science, from raw data sources to analyst-grade deep research reports, has been a long-standing challenge, and is now becoming feasible with the e...

🤗 Upvotes: 55 | cs. CV, cs. AI Authors: Yuandong Pu, Le Zhuo, Songhao Han, Jinbo Xing, Kaiwen Zhu, Shuo Cao, Bin Fu, Si Liu, Hongsheng Li, Yu Qiao, Wenlong Zhang, Xi Chen, Yihao Liu Title: PICABench: How Far Are We from Physically Realistic Image Editing? Arxiv: http://arxiv.org/abs/2510.17681v2 Abstract: Image editing has achieved remarkable progress recently. Modern editing models could already...

🤗 Upvotes: 43 | cs. CV, cs. CL, cs. LG Authors: Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang Title: Glyph: Scaling Context Windows via Visual-Text Compression Arxiv: http://arxiv.org/abs/2510.17800v2 Abstract: Large language models (LLMs) increasingly rely on long-context model...

🤗 Upvotes: 32 | cs. CV, cs. AI Authors: Luis Wiedmann, Orr Zohar, Amir Mahla, Xiaohan Wang, Rui Li, Thibaud Frere, Leandro von Werra, Aritra Roy Gosthipaty, Andrés Marafioti Title: FineVision: Open Data Is All You Need Arxiv: http://arxiv.org/abs/2510.17269v1 Abstract: The advancement of vision-language models (VLMs) is hampered by a fragmented landscape of inconsistent and contaminated public da...

🤗 Upvotes: 32 | cs. CL Authors: Bin Yu, Xinming Wang, Shijie Lian, Haotian Li, Changti Wu, Ruina Hu, Bailing Wang, Yuliang Wei, Kai Chen Title: TrajSelector: Harnessing Latent Representations for Efficient and Effective Best-of-N in Large Reasoning Model Arxiv: http://arxiv.org/abs/2510.16449v1 Abstract: Large language models (LLMs) have shown remarkable progress in complex reasoning tasks, large...

🤗 Upvotes: 28 | cs. CL, cs. AI, cs. IR, cs. LG Authors: Chenghao Zhang, Guanting Dong, Xinyu Yang, Zhicheng Dou Title: Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation Arxiv: http://arxiv.org/abs/2510.17354v1 Abstract: Retrieval-Augmented Generation (RAG) has emerged as a powerful paradigm for enhancing large language models (LLMs) by retrieving relevant documents from a...

🤗 Upvotes: 27 | cs. CL, cs. AI Authors: Heecheol Yun, Kwangmin Ki, Junghyun Lee, Eunho Yang Title: When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM Ensembling Arxiv: http://arxiv.org/abs/2510.15346v1 Abstract: Ensembling Large Language Models (LLMs) has gained attention as a promising approach to surpass the performance of individual models by leveraging their complementar...

🤗 Upvotes: 112 | cs. LG, cs. AI Authors: Zhi Zhou, Yuhao Tan, Zenan Li, Yuan Yao, Lan-Zhe Guo, Yu-Feng Li, Xiaoxing Ma Title: A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Arxiv: http://arxiv.org/abs/2510.15444v1 Abstract: Test-time scaling seeks to improve the reasoning performance of large language models (LLMs) by adding computational resources. A...

🤗 Upvotes: 56 | cs. CV, cs. AI, cs. CL Authors: Hanrong Ye, Chao-Han Huck Yang, Arushi Goel, Wei Huang, Ligeng Zhu, Yuanhang Su, Sean Lin, An-Chieh Cheng, Zhen Wan, Jinchuan Tian, Yuming Lou, Dong Yang, Zhijian Liu, Yukang Chen, Ambrish Dantrey, Ehsan Jahangiri, Sreyan Ghosh, Daguang Xu, Ehsan Hosseini-Asl, Danial Mohseni Taheri, Vidya Murali, Sifei Liu, Jason Lu, Oluwatobi Olabiyi, Frank Wang, R...

🤗 Upvotes: 50 | cs. CV Authors: Junliang Ye, Shenghao Xie, Ruowen Zhao, Zhengyi Wang, Hongyu Yan, Wenqiang Zu, Lei Ma, Jun Zhu Title: NANO3D: A Training-Free Approach for Efficient 3D Editing Without Masks Arxiv: http://arxiv.org/abs/2510.15019v1 Abstract: 3D object editing is essential for interactive content creation in gaming, animation, and robotics, yet current approaches remain inefficient,...

🤗 Upvotes: 39 | cs. CL Authors: Nikita Afonin, Nikita Andriyanov, Nikhil Bageshpura, Kyle Liu, Kevin Zhu, Sunishchal Dev, Ashwinee Panda, Alexander Panchenko, Oleg Rogov, Elena Tutubalina, Mikhail Seleznyov Title: Emergent Misalignment via In-Context Learning: Narrow in-context examples can produce broadly misaligned LLMs Arxiv: http://arxiv.org/abs/2510.11288v1 Abstract: Recent work has shown th...

🤗 Upvotes: 37 | cs. CV Authors: Qingyan Bai, Qiuyu Wang, Hao Ouyang, Yue Yu, Hanlin Wang, Wen Wang, Ka Leong Cheng, Shuailei Ma, Yanhong Zeng, Zichen Liu, Yinghao Xu, Yujun Shen, Qifeng Chen Title: Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset Arxiv: http://arxiv.org/abs/2510.15742v1 Abstract: Instruction-based video editing promises to democratize content creation...

🤗 Upvotes: 33 | cs. CV Authors: Jie-Ying Lee, Yi-Ruei Liu, Shr-Ruei Tsai, Wei-Cheng Chang, Chung-Ho Wu, Jiewen Chan, Zhenjun Zhao, Chieh Hubert Lin, Yu-Lun Liu Title: Skyfall-GS: Synthesizing Immersive 3D Urban Scenes from Satellite Imagery Arxiv: http://arxiv.org/abs/2510.15869v1 Abstract: Synthesizing large-scale, explorable, and geometrically accurate 3D urban scenes is a challenging yet valua...