AI资讯日报 - 2025/11/30

👨‍🔬 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

提出几何感知视觉语言模型，统一3D重建与空间推理，显著提升空间理解能力。

👨‍🔬 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: 7

提出去中心化多智能体合成数据生成框架Matrix，实现高可扩展性和灵活性。

👨‍🔬 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: 7

提出双流多模态语义记忆框架ViLoMem，通过分离视觉分心和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: 7

推出新一代视觉语言模型Qwen3-VL，在文本理解、长上下文和多模态推理方面表现卓越。

👨‍🔬 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RARO方法，仅通过专家演示学习推理能力，无需任务特定验证器。

👨‍🔬 Locke Cai, Ivan Provilkov

Mechanisms of Non-Monotonic Scaling in Vision Transformers

学术论文 ArXiv 重要度: 6

揭示Vision Transformer非单调缩放机制，提出信息混洗指数作为架构设计诊断工具。

👨‍🔬 Anantha Padmanaban Krishna Kumar

Through the telecom lens: Are all training samples important?

学术论文 ArXiv 重要度: 6

提出电信AI训练样本重要性框架，选择性使用数据减少计算开销同时保持性能。

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

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

学术论文 ArXiv 重要度: 5

提出稀疏对抗攻击框架ADVLA，以低幅度扰动有效攻击视觉-语言-动作模型。

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

Continual Error Correction on Low-Resource Devices

学术论文 ArXiv 重要度: 5

提出资源受限设备持续纠错系统，通过原型更新实现高效错误修正。

👨‍🔬 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

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

学术论文 ArXiv 重要度: 4

提出统一数学框架，整合系统动力学和结构方程建模以支持因果分析。

👨‍🔬 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

The AI Crackpot Index

Why Boring Businesses Outlast AI Hype Cycles

Ask HN: Anyone concerned about NYC Local Law 144?

Ask HN: What's the pain using current AI algorithms?

Ask HN: Is the rate of progress in AI exponential?

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

Common Lisp + Machine Learning Internship at Google (Mountain View, CA)

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

Ask HN: Dipping my toes with artificial intelligence and what to expect? (CS)

Bioinformatician

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

Show HN: Startup Raising capital through Book Sales

usestrix/strix

treeverse/dvc

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

Mechanisms of Non-Monotonic Scaling in Vision Transformers

Through the telecom lens: Are all training samples important?

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

Continual Error Correction on Low-Resource Devices

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

📅 历史日报目录