#多模态

MiniMax 出了个新模型 H3，专攻游戏界面和第三人称控制，实测效果挺逼真。

Hailuo AI@Hailuo_AI6 个信源在谈原文

MiniMax H3 这个模型太厉害了，手绘线条和真实视频结合得毫无痕迹，几分钟搞定以前几小时的活，快看看这个演示！

Hailuo AI@Hailuo_AI5 个信源在谈原文

Google的Gemma 4能本地读图分析截图和手写笔记，而且每次对话零推理成本，比云端模型省大钱。

AI Will@FinanceYF52 个信源在谈原文

想评估音频大模型的信息还原能力？MMAC有五千多段音频和十五个细粒度维度，比只看生成质量更靠谱。

官方账号arXiv cs.AI@Weijie Wu, Junbo Li, Lin Li, Jun Fang, Qingyang Hong原文

想自动给论文图表打分？SciFigAlign比顶级大模型裁判准59%，还能区分同论文哪张图更好——审稿人能省大事。

官方账号arXiv cs.AI@Chuanzhi Xu, Zihan Deng, Huiqi Liang, Chengkun Yue, Zhanlin Cui, Pengfei Ye, Weidong Cai原文

这篇论文提出了CHARM，用分层上下文建模多模态图，不需要目标域微调就能零样本迁移，比现有GNN和LLM方法更通用。

官方账号arXiv cs.AI@Ankang Yang, Jitao Zhao, Di Jin, Yuxiao Huang, Dongxiao He原文

VetClaw 把摄像头和云端大模型结合起来，让兽医能快速做疾病初筛，比单用图片准确多了。

官方账号arXiv cs.LG@Syed Mhamudul Hasan, Anas AlSobeh, Hussein Zangoti, Abdur R. Shahid2 个信源在谈原文

MODUS用一个解码器统一处理各种模态的输入输出，省去多个专用组件，性能不输专家模型，还开源了。

官方账号arXiv cs.AI@Mingqiao Ye, Zhaochong An, Zhitong Gao, Xian Liu, François Fleuret, Chuan Li, Amir Zadeh, Serge Belongie, Afshin Dehghan, Jesse Allardice, David Mizrahi, Oğuzhan Fatih Kar, Roman Bachmann, Amir Zamir原文

这论文搞了个ClinPRISM框架，专门搞定不规则时间序列的医疗问答，只用16个token和0.15秒回答一个问题，比现有大模型省资源还更准。

官方账号arXiv cs.AI@Frank Nie, Ethan B Liu, Yuan Zhu, Wei Fan, Jindong Han原文

火山引擎刚发布的豆包搜索，专门给Agent用的，能查实时信息还支持多模态，免费500次，做智能体开发的朋友可以试试。

这篇论文针对多模态分类中模态任意缺失的问题提出了两种具体方法，在单缺失和极缺失场景下各有优势，代码开源可复现。

官方账号arXiv cs.LG@Francisco Mena, Dino Ienco, Roberto Interdonato, Cassio F. Dantas, Simon Besnard原文

Kimi 开源了2.8T参数的K3模型，激活104B参数，能处理百万token上下文，视觉能力也不弱，性能直逼Claude和GPT-5.6，适合用来部署或研究。

官方账号arXiv cs.LG@ Kimi Team, Tongtong Bai, Yifan Bai, Yiping Bao, M. C., Jianfeng Cai, Xinyuan Cai, Peizhou Cao, Yuxuan Cao, Ziwei Chai, Y. Charles, H. S. Che, Guanduo Chen, Guangyu Chen, Guanzheng Chen, Huarong Chen, Jia Chen, Jianlong Chen, Jun Chen, Kexin Chen, Peng Chen, Ruijue Chen, Wentao Chen, Xin Chen, Yang Chen, Yanru Chen, Yifei Chen, Yingjiang Chen, Yuankun Chen, Yujie Chen, Yutian Chen, Zhirong Chen, Dazhi Cheng, Yean Cheng, Jialei Cui, Jingbing Cui, Anqi Dai, Jiaqi Deng, Hao Ding, Rui Ding, Shaofeng Ding, Mengfan Dong, Mengnan Dong, Yuhao Dong, Yuxin Dong, Angang Du, Chenzhuang Du, Dikang Du, Jusen Du, Yulun Du, Yu Fan, Jing Feng, Qiulin Feng, Yichen Feng, Kelin Fu, Qiang Fu, Fuxuan Gao, Hongcheng Gao, Jingyue Gao, Tong Gao, Weijia Gao, Shangyi Geng, Jie Gong, Linhu Gong, Shengao Gong, Xiaochen Gong, Qizheng Gu, Yicheng Gu, Shuhao Guan, Haiqing Guo, Shiqi Guo, Xiang Guo, Zhengyan Guo, Beixi Hao, Wenxin Hao, Xiaoru Hao, Dailan He, Haotian He, Lehan He, Qi He, Weiran He, Xinran He, Xinyi He, Yibo He, Yunjia He, Chao Hong, Tiange Hong, Hao Hu, Jiaxi Hu, Ruikun Hu, Weiming Hu, Yangyang Hu, Zhenxing Hu, Liang Hua, Jinbin Huang, Ke Huang, Ruiyuan Huang, Siying Huang, Weixiao Huang, Yan Huang, Zhengjie Huang, Zhiqi Huang, Yulong Hui, Chaobo Jia, Yutong Jiang, Zhejun Jiang, Zuoyou Jiang, Wenyi Jin, Xinyi Jin, Yu Jing, Huanjun Kong, Guokun Lai, Aidi Li, Cheng Li, Chengyuan Li, Cong Li, Fang Li, Guanyu Li, Haoyang Li, Jia Li, Junxiong Li, Lei Li, Letian Li, Lincan Li, Weihong Li, Wentao Li, Xintong Li, Yang Li, Yishen Li, Yiwei Li, Yuxiao Li, Zhaowei Li, Zhaoxi Li, Zheming Li, Zhengxiao Li, Zhiyuan Li, Jiawei Lin, Xiaohan Lin, Yibo Lin, Zichao Lin, Ziyan Lin, Bill Liu, Boxiao Liu, Chuan Liu, Liang Liu, Shaowei Liu, Shudong Liu, Shuran Liu, Tianwei Liu, Weizhou Liu, Yangyang Liu, Yanming Liu, Yibo Liu, Yipeng Liu, Zhengying Liu, Zhiheng Liu, Enzhe Lu, Haoyu Lu, Linqiang Lu, Tingzhan Lu, Zhiyuan Lu, Aotian Luo, G. Luo, Junyu Luo, Yifan Luo, B. Lyu, Wenzhou Lyu, Shaoguang Mao, Yuan Mei, Xin Men, Minqing Ni, Yixuan Niu, Siyuan Pan, Shujun Peng, Zhangyang Qi, Ruoyu Qin, ZeChao Qin, Zeyu Qin, Haiquan Qiu, Jianxin Qiu, Jiezhong Qiu, Bowen Qu, Yuhao Qu, Zeyu Shang, Youbo Shao, Han Shen, Jincheng Shi, Juanfeng Shi, Lidong Shi, Shengyuan Shi, Wingchun Siu, Pengwei Song, Xiaoxi Song, Jianlin Su, Yunfeng Su, Zhaochen Su, Lin Sui, Jingsong Sun, Junyao Sun, Shaoning Sun, Shuzhe Sun, Tongyu Sun, Yujun Sun, Yunpeng Tai, Chuning Tang, Heyi Tang, Sirui Tang, Zecheng Tang, Chaoran Tian, Rongpeng Tian, Yu Tian, Wei Tu, Chensi Wang, Chuang Wang, Chunjie Wang, Dinglu Wang, Feng Wang, Hailong Wang, Haiming Wang, Hao Wang, Hao Wang, Huaqing Wang, Hui Wang, Jiayi Wang, Jinglong Wang, Jinhong Wang, Jiuzheng Wang, Linian Wang, Shaobo Wang, Shenzhi Wang, Shuyi Wang, Si Wang, Siyuan Wang, Tianfu Wang, Wenjue Wang, Xingran Wang, Xinmei Wang, Xinyuan Wang, Xusheng Wang, Yalin Wang, Yangkun Wang, Yao Wang, Yaoyu Wang, Yejie Wang, Yiqin Wang, Yucheng Wang, Yuzhi Wang, Zhaoji Wang, Zhaowei Wang, Zhengtao Wang, Zhenhao Wang, Zhongsheng Wang, Zifan Wang, Chu Wei, Ming Wei, Shouxin Wei, Zichen Wen, Fan Wu, Haoning Wu, Rucong Wu, Wenhao Wu, Xiaoxue Wu, Yingcong Wu, Yongqi Wu, Yuxin Wu, Zijian Wu, Xinglang Xian, Chenxuan Xiang, Yuye Xiang, Bocheng Xiao, Chenjun Xiao, Xin Xiao, Jin Xie, Xiaotong Xie, Yifeng Xie, Zhe Xie, Bowei Xing, Yiming Xiong, Baosheng Xu, Boyu Xu, Jiale Xu, Jianfan Xu, Jing Xu, Jinjing Xu, L. H. Xu, Qingtao Xu, Shuyao Xu, Suting Xu, Tiantian Xu, Tianxiang Xu, Weixin Xu, Xinran Xu, Yangchuan Xu, Ye Xu, Yueni Xu, Ziyao Xu, Haonan Xue, Junjie Yan, Yaoyao Yan, Fan Yang, Guangyao Yang, Hao Yang, Junwei Yang, Ruoyu Yang, Wenjie Yang, Xiaofei Yang, Xinyu Yang, Yi Yang, Yiling Yang, Ying Yang, Yuchen Yang, Zhen Yang, Zhilin Yang, Zian Yang, Zuhao Yang, Haotian Yao, Dan Ye, Haoran Ye, Wenjie Ye, Zhanbo Ye, Bohong Yin, Haoxiang Yin, Xietong Yin, Chengzhen Yu, Haozhen Yu, Longhui Yu, Shengnan Yu, Shuying Yu, Tianxiang Yu, Enming Yuan, Mengjie Yuan, Tongtian Yue, Wei Yue, Yang Yue, Dunyuan Zha, Haobing Zhan, B. H. Zhang, Dehao Zhang, Fei Zhang, Hao Zhang, Haoyuan Zhang, Huanyu Zhang, Jiapei Zhang, Jiaxuan Zhang, Jin Zhang, Kaiyi Zhang, Miaozhen Zhang, Puqi Zhang, Qinglei Zhang, Rong Zhang, Rui Zhang, Shaoshuai Zhang, Shiyi Zhang, Xiaobin Zhang, Xiaoyun Zhang, Y. Zhang, Yangkun Zhang, Ye Zhang, Yichi Zhang, Yikun Zhang, Yizhi Zhang, Yongting Zhang, Yu Zhang, Yutao Zhang, Yutong Zhang, Zheng Zhang, Zijing Zhang, Bin Zhao, Chenguang Zhao, Feifan Zhao, Jinglun Zhao, Jinxiang Zhao, Shuai Zhao, Wenshuo Zhao, Xiangyu Zhao, Xuanle Zhao, Yikai Zhao, Zijia Zhao, Haozhi Zheng, Huabin Zheng, Ruihan Zheng, Shaojie Zheng, Tengyang Zheng, Haofeng Zhong, Lei Zhong, Longguang Zhong, M. Zhou, Qiankang Zhou, Runjie Zhou, Ruozhang Zhou, Xinyu Zhou, Yiqiao Zhou, Zaida Zhou, Jinguo Zhu, Liya Zhu, Xinhao Zhu, Yangjunfeng Zhu, Yuxuan Zhu, Zhen Zhu, Chen Zhuang, Weiyu Zhuang, Xinxing Zu11 个信源在谈原文

这篇论文提出了HyGAE方法，让VLM智能体在多个回合的决策任务里表现更好，平均成功率91%，比别的方法高了10%，值得搞强化学习和多模态的研究者看看。

官方账号arXiv cs.AI@Wenxuan Zhang, Yuhui Wang, Donggang Jia, Xiaoqian Shen, Jian Ding, Ivan Viola, Jürgen Schmidhuber, Mohamed Elhoseiny原文

如果你做 LoRA 微调或想用一个框架搞定 Gemma、Mistral 和 Inkling 多个模型的适配，可以看看 Ramp 开源的 PorTAL。

Jerry Liu@jerryjliu02 个信源在谈原文

Moonshot AI 开源了 Kimi-K3，2.8T 参数的大模型，在推理和代理基准上很强，但显存要求高，适合有硬件或想评估部署成本的人看看。

Kimi K3在Fireworks上刚上线，3万亿参数、1M上下文、原生视觉，性能不输Opus但便宜好几倍，做高性价比推理就选它。

Aadit Sheth@aaditsh11 个信源在谈原文

Fireworks 上线 Kimi K3，3万亿参数开放模型，1M上下文还带视觉和推理，能微调，赶紧试试。

elvis@omarsar011 个信源在谈原文

Kimi 新旗舰 K3 登上 Ollama，2.8T MoE 超强视觉理解，还能直接配合 Claude Code 用，性能提升 2.5 倍每单位计算。

ollama@ollama11 个信源在谈原文

Kimi K3 开源了，2.8T MoE 模型，1M 上下文，每算力智能翻倍，还有全套底层代码，想研究大模型的快去下载。

宝玉@dotey11 个信源在谈原文

Moonshot 直接把最强模型 Kimi K3 权重开源了，2.8T MoE 还带视觉，算力效率翻倍，诚意满满！

The Rundown AI@therundownai11 个信源在谈原文

Kimi K3 开源了，2.8T MoE 模型带视觉和超长上下文，还开放了底层工具链，值得研究。

elvis@omarsar011 个信源在谈原文

PRIMS把物理规则直接写进模型结构，用0.46M参数在5种流体识别上拿到98.92% F1，比大模型小14倍还更抗干扰，适合微流控场景。

官方账号arXiv cs.AI@Hai-Long Nguyen, Trung Thanh Nguyen, Lars Holm, Dennis Alveringh, Duc Viet Le原文

Anthropic的Claude Opus 5刚出，就有10个酷案例，来看看它到底能干啥。

AI Will@FinanceYF511 个信源在谈原文

LunarFM把三个月球任务的六种仪器数据整合成一个模型，能直接做资源识别和地质分类，开源数据集和代码。

官方账号arXiv cs.LG@Marc Girona-Mata, Jakob Gawlikowski, Sumit Goski, Gautier Bardi de Fourtou, Valentin T. Bickel, Ben Moseley, Abigail Calzada-Diaz, Sylvester Kaczmarek, Raúl Ramos-Pollán原文

Gary Marcus戳穿了AI能看懂电影的幻觉，问问那些跟风吹的人要证据，结果全哑了。这波打脸值得看。

Gary Marcus@GaryMarcus原文

Anthropic 的 Claude Opus 5 性能接近 Fable 5 还便宜一半，能自己写代码做 3D 重建，很强。