AI资讯日报 - 2025/11/27

👨‍🔬 Hongjin Su, Shizhe Diao, Ximing Lu, Mingjie Liu, Jiacheng Xu, Xin Dong, Yonggan Fu, Peter Belcak, Hanrong Ye, Hongxu Yin, Yi Dong, Evelina Bakhturina, Tao Yu, Yejin Choi, Jan Kautz, Pavlo Molchanov

G$^2$VLM: Geometry Grounded Vision Language Model with Unified 3D Reconstruction and Spatial Reasoning

学术论文 ArXiv 重要度: 8

提出几何基础视觉语言模型，统一3D重建和空间理解，在空间推理任务中达到先进水平。

👨‍🔬 Wenbo Hu, Jingli Lin, Yilin Long, Yunlong Ran, Lihan Jiang, Yifan Wang, Chenming Zhu, Runsen Xu, Tai Wang, Jiangmiao Pang

Matrix: Peer-to-Peer Multi-Agent Synthetic Data Generation Framework

学术论文 ArXiv 重要度: 8

提出去中心化多智能体合成数据生成框架，在相同硬件下实现2-15倍数据生成吞吐量提升。

👨‍🔬 Dong Wang, Yang Li, Ansong Ni, Ching-Feng Yeh, Youssef Emad, Xinjie Lei, Liam Robbins, Karthik Padthe, Hu Xu, Xian Li, Asli Celikyilmaz, Ramya Raghavendra, Lifei Huang, Carole-Jean Wu, Shang-Wen Li

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

学术论文 ArXiv 重要度: 8

提出双流记忆框架，分别编码视觉分心模式和逻辑推理错误，在多模态基准上持续提升性能。

👨‍🔬 Weihao Bo, Shan Zhang, Yanpeng Sun, Jingjing Wu, Qunyi Xie, Xiao Tan, Kunbin Chen, Wei He, Xiaofan Li, Na Zhao, Jingdong Wang, Zechao Li

Qwen3-VL Technical Report

学术论文 ArXiv 重要度: 8

推出Qwen3-VL系列视觉语言模型，支持256K令牌交错上下文，在多模态基准测试中表现优异。

👨‍🔬 Shuai Bai, Yuxuan Cai, Ruizhe Chen, Keqin Chen, Xionghui Chen, Zesen Cheng, Lianghao Deng, Wei Ding, Chang Gao, Chunjiang Ge, Wenbin Ge, Zhifang Guo, Qidong Huang, Jie Huang, Fei Huang, Binyuan Hui, Shutong Jiang, Zhaohai Li, Mingsheng Li, Mei Li, Kaixin Li, Zicheng Lin, Junyang Lin, Xuejing Liu, Jiawei Liu, Chenglong Liu, Yang Liu, Dayiheng Liu, Shixuan Liu, Dunjie Lu, Ruilin Luo, Chenxu Lv, Rui Men, Lingchen Meng, Xuancheng Ren, Xingzhang Ren, Sibo Song, Yuchong Sun, Jun Tang, Jianhong Tu, Jianqiang Wan, Peng Wang, Pengfei Wang, Qiuyue Wang, Yuxuan Wang, Tianbao Xie, Yiheng Xu, Haiyang Xu, Jin Xu, Zhibo Yang, Mingkun Yang, Jianxin Yang, An Yang, Bowen Yu, Fei Zhang, Hang Zhang, Xi Zhang, Bo Zheng, Humen Zhong, Jingren Zhou, Fan Zhou, Jing Zhou, Yuanzhi Zhu, Ke Zhu

Escaping the Verifier: Learning to Reason via Demonstrations

学术论文 ArXiv 重要度: 7

提出仅使用专家演示训练LLM推理能力的方法，在无验证器任务中实现强大推理性能。

👨‍🔬 Locke Cai, Ivan Provilkov

Continual Error Correction on Low-Resource Devices

学术论文 ArXiv 重要度: 7

提出资源受限设备上的持续错误修正系统，通过原型更新实现高效修正，计算开销极低。

👨‍🔬 Kirill Paramonov, Mete Ozay, Aristeidis Mystakidis, Nikolaos Tsalikidis, Dimitrios Sotos, Anastasios Drosou, Dimitrios Tzovaras, Hyunjun Kim, Kiseok Chang, Sangdok Mo, Namwoong Kim, Woojong Yoo, Jijoong Moon, Umberto Michieli

Mechanisms of Non-Monotonic Scaling in Vision Transformers

学术论文 ArXiv 重要度: 7

分析视觉Transformer非单调缩放机制，发现深度增加可能损害性能，提出信息混洗指数诊断方法。

👨‍🔬 Anantha Padmanaban Krishna Kumar

Attention-Guided Patch-Wise Sparse Adversarial Attacks on Vision-Language-Action Models

学术论文 ArXiv 重要度: 6

提出高效稀疏对抗攻击框架，仅修改10%补丁即可实现近100%攻击成功率，计算成本极低。

👨‍🔬 Naifu Zhang, Wei Tao, Xi Xiao, Qianpu Sun, Yuxin Zheng, Wentao Mo, Peiqiang Wang, Nan Zhang

Through the telecom lens: Are all training samples important?

学术论文 ArXiv 重要度: 6

质疑电信AI训练中样本等重要性假设，提出选择性数据优先级框架，减少计算需求保持性能。

👨‍🔬 Shruti Bothe, Illyyne Saffar, Aurelie Boisbunon, Hasan Farooq, Julien Forgeat, Md Moin Uddin Chowdhury

Bridging the Unavoidable A Priori: A Framework for Comparative Causal Modeling

学术论文 ArXiv 重要度: 5

提出统一数学框架，整合系统动力学和结构方程建模，为AI/ML应用提供因果建模基础。

👨‍🔬 Peter S. Hovmand, Kari O'Donnell, Callie Ogland-Hand, Brian Biroscak, Douglas D. Gunzler

🤖 AI资讯日报

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G$^2$VLM: Geometry Grounded Vision Language Model with Unified 3D Reconstruction and Spatial Reasoning

Matrix: Peer-to-Peer Multi-Agent Synthetic Data Generation Framework

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

Qwen3-VL Technical Report

Escaping the Verifier: Learning to Reason via Demonstrations

Continual Error Correction on Low-Resource Devices

Mechanisms of Non-Monotonic Scaling in Vision Transformers

Attention-Guided Patch-Wise Sparse Adversarial Attacks on Vision-Language-Action Models

Through the telecom lens: Are all training samples important?

Bridging the Unavoidable A Priori: A Framework for Comparative Causal Modeling

📅 历史日报目录