语言大模型 / LLM

Adaptive Defense against Harmful Fine-Tuning for Large Language Models via Bayesian Data Scheduler

Zixuan Hu, Li Shen, Zhenyi Wang, Yongxian Wei, Dacheng Tao

机构 * Nanyang Technological University（南洋理工大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； University of Central Florida（佛罗里达大学） ； Tsinghua University（清华大学） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

SC-LoRA: Balancing Efficient Fine-tuning and Knowledge Preservation via Subspace-Constrained LoRA

Minrui Luo, Fuhang Kuang, Yu Wang, Zirui Liu, Tianxing He

机构 * Shanghai Qi Zhi Institute（上海启智研究院） ； Institute for Interdisciplinary Information Sciences, Tsinghua University（清华大学交叉信息研究院） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； Xiongan AI Institute（雄安人工智能研究院） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

AD-SAM: Fine-Tuning the Segment Anything Vision Foundation Model for Autonomous Driving Perception

Mario Camarena, Het Patel, Fatemeh Nazari, Evangelos Papalexakis, Mohamadhossein Noruzoliaee, Jia Chen

专题命中 指令微调 ：foundation model(title,abstract)

Comments Submitted to IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS)

KAT-Coder Technical Report

Zizheng Zhan, Ken Deng, Jinghui Wang, Xiaojiang Zhang, Huaixi Tang, Minglei Zhang, Zhiyi Lai, Haoyang Huang, Wen Xiang, Kun Wu, Wenhao Zhuang, Shaojie Wang, Shangpeng Yan, Kepeng Lei, Zongxian Feng, Huiming Wang, Zheng Lin, Mengtong Li, Mengfei Xie, Yinghan Cui, Xuxing Chen, Chao Wang, Weihao Li, Wenqiang Zhu, Jiarong Zhang, Jingxuan Xu, Songwei Yu, Yifan Yao, Xinping Lei, C. Zhang, Han Li, Junqi Xiong, Zuchen Gao, Dailin Li, Haimo Li, Jiaheng Liu, Yuqun Zhang, Junyi Peng, Haotian Zhang, Bin Chen

机构 * Kwaipilot Team（Kwaipilot 团队） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；SFT(abstract)；分类 cs.CL

Mano Technical Report

Tianyu Fu, Anyang Su, Chenxu Zhao, Hanning Wang, Minghui Wu, Zhe Yu, Fei Hu, Mingjia Shi, Wei Dong, Jiayao Wang, Yuyang Chen, Ruiyang Yu, Siran Peng, Menglin Li, Nan Huang, Haitian Wei, Jiawei Yu, Yi Xin, Xilin Zhao, Kai Gu, Ping Jiang, Sifan Zhou, Shuo Wang

机构 * Mininglamp Technology（Mininglamp技术） 纠错

专题命中 指令微调 ：language model(abstract)；foundation model(abstract)；分类 cs.CL

Culture Cartography: Mapping the Landscape of Cultural Knowledge

Caleb Ziems, William Held, Jane Yu, Amir Goldberg, David Grusky, Diyi Yang

专题命中 指令微调 ：LLM(abstract)；分类 cs.CL

Comments EMNLP 2025

FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D Prediction

Yixiang Dai, Fan Jiang, Chiyu Wang, Mu Xu, Yonggang Qi

机构 * AMAP, Alibaba Group（阿里集团AMAP） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 指令微调 ：foundation model(abstract)

PROFIT: A Specialized Optimizer for Deep Fine Tuning

Anirudh S Chakravarthy, Shuai Kyle Zheng, Xin Huang, Sachithra Hemachandra, Xiao Zhang, Yuning Chai, Zhao Chen

机构 * GM Cruise LLC 纠错

专题命中 指令微调 ：language model(abstract)

Comments technical report, 23 pages, NeurIPS 2025 poster