AI资讯日报 - 2025/11/28

👨‍🔬 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

提出几何增强视觉语言模型，统一3D重建与空间推理，显著提升空间智能能力。

👨‍🔬 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，实现2-15倍吞吐量提升，支持大规模并发工作流。

👨‍🔬 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

提出双流多模态语义记忆框架，通过分离视觉干扰与逻辑错误提升持续学习能力。

👨‍🔬 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

推出最强Qwen系列视觉语言模型，支持256K上下文，在多模态基准测试中表现卓越。

👨‍🔬 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

提出从专家演示中学习推理能力的新方法，无需任务特定验证器即可获得强大推理性能。

👨‍🔬 Locke Cai, Ivan Provilkov

Through the telecom lens: Are all training samples important?

学术论文 ArXiv 重要度: 7

提出电信领域样本重要性框架，选择性处理关键数据，在保持性能的同时减少计算需求。

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

Continual Error Correction on Low-Resource Devices

学术论文 ArXiv 重要度: 7

提出低资源设备持续错误校正系统，通过原型更新实现高效校正，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: 6

揭示视觉变换器非单调缩放机制，发现深度增加不一定提升性能，需精心校准层数。

👨‍🔬 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

提出稀疏对抗攻击框架，仅修改10%图像块即可有效攻击视觉语言动作模型，效率极高。

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

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，整合系统动力学与结构方程建模，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

📊 今日趋势总结

Why Boring Businesses Outlast AI Hype Cycles

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The AI Crackpot Index

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NLP, AI, ML, bots – a passing trend or much more? What's your take on this?

Ask HN: What would you read to learn about "artificial intelligence"?

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The Next Bill Gates or Albert Einstein in AI "Chris Clark" – Yourobot

Revisiting Generalization Across Difficulty Levels: It's Not So Easy

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

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

Through the telecom lens: Are all training samples important?

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

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

📅 历史日报目录