大模型对齐与安全

QARM V2: Quantitative Alignment Multi-Modal Recommendation for Reasoning User Sequence Modeling

QARM V2：量化对齐多模态推荐用于推理用户序列建模

Tian Xia, Jiaqi Zhang, Yueyang Liu, Hongjian Dou, Tingya Yin, Jiangxia Cao, Xulei Liang, Tianlu Xie, Lihao Liu, Xiang Chen, Shen Wang, Changxin Lao, Haixiang Gan, Jinkai Yu, Keting Cen, Lu Hao, Xu Zhang, Qiqiang Zhong, Zhongbo Sun, Yiyu Wang, Shuang Yang, Mingxin Wen, Xiangyu Wu, Shaoguo Liu, Tingting Gao, Zhaojie Liu, Han Li, Kun Gai

专题命中 其他安全 ：alignment(title)

AI总结 QARM V2通过量化对齐多模态推荐方法，解决推荐系统中用户序列建模的语义理解与业务需求不匹配问题。

Comments Work in progress

Diff4MMLiTS: Advanced Multimodal Liver Tumor Segmentation via Diffusion-Based Image Synthesis and Alignment

Diff4MMLiTS: 通过基于扩散的图像合成与对齐的先进多模态肝肿瘤分割

Shiyun Chen, Li Lin, Pujin Cheng, ZhiCheng Jin, JianJian Chen, HaiDong Zhu, Kenneth K. Y. Wong, Xiaoying Tang

机构 * Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China（电子与电气工程系，南方科技大学，深圳，中国） ； Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong SAR, China（电气与电子工程系，香港大学，香港特别行政区，中国） ； Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China（放射科，中大医院，医学院，东南大学，南京，中国） ； Jiaxing Research Institute, Southern University of Science and Technology, Jiaxing, China（嘉兴研究所，南方科技大学，嘉兴，中国） 纠错

专题命中 其他安全 ：alignment(title)

AI总结 Diff4MMLiTS通过基于扩散的图像合成与对齐技术，实现肝肿瘤的多模态分割，无需严格对齐的多模态数据，提升了分割性能。

Comments International Workshop on Machine Learning in Medical Imaging, 668-678

OASIS-DC: Generalizable Depth Completion via Output-level Alignment of Sparse-Integrated Monocular Pseudo Depth

OASIS-DC: 通过稀疏集成单目伪深度的输出级对齐实现通用深度补全

Jaehyeon Cho, Jhonghyun An

机构 * Vehicle Intelligence Perception Lab (VIPLAB), Gachon University, Seongnam-si, Republic of Korea（高银大学） 纠错

专题命中 其他安全 ：alignment(title)

AI总结 OASIS-DC通过输出级对齐稀疏集成单目伪深度，实现无需大量标注样本的通用深度补全。

Comments Accepted to ICRA 2026

Code Change Characteristics and Description Alignment: A Comparative Study of Agentic versus Human Pull Requests

代码变更特征与描述对齐：代理与人类拉取请求的比较研究

Dung Pham, Taher A. Ghaleb

专题命中 其他安全 ：alignment(title)

AI总结 研究比较了代理与人类生成的拉取请求在代码变更特征和描述质量上的差异，发现代理在提交级消息质量上表现更好，但在PR级总结上不如人类，揭示了代理在微观精确性与宏观沟通之间的差距。

Comments Accepted at the 23rd International Conference on Mining Software Repositories (MSR '26)

Factorized Transport Alignment for Multimodal and Multiview E-commerce Representation Learning

因子化运输对多模态和多视角电商表示学习

Xiwen Chen, Yen-Chieh Lien, Susan Liu, María Castaños, Abolfazl Razi, Xiaoting Zhao, Congzhe Su

专题命中 其他安全 ：alignment(title)

AI总结 本文提出因子化运输框架，通过统一多模态和多视角学习，提升电商场景下的检索性能。

Comments Accepted by WSDM'26

Evo-1: Lightweight Vision-Language-Action Model with Preserved Semantic Alignment

Evo-1：轻量级视觉-语言-动作模型，保持语义对齐

Tao Lin, Yilei Zhong, Yuxin Du, Jingjing Zhang, Jiting Liu, Yinxinyu Chen, Encheng Gu, Ziyan Liu, Hongyi Cai, Yanwen Zou, Lixing Zou, Zhaoye Zhou, Gen Li, Bo Zhao

机构 * School of AI, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； EvoMind Tech（EvoMind科技） ； IAAR-Shanghai（IAAR-上海） ； SII ； Carnegie Mellon University（卡内基梅隆大学） ； University of Cambridge（剑桥大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 其他安全 ：alignment(title)

AI总结 Evo-1是一种轻量级的视觉-语言-动作模型，通过减少计算并保持语义对齐，实现了高效的部署和强大的性能。

Comments Github: https://github.com/MINT-SJTU/Evo-1

Do Vision-Language Models See Visualizations Like Humans? Alignment in Chart Categorization

Péter Ferenc Gyarmati, Manfred Klaffenböck, Laura Koesten, Torsten Möller

专题命中 其他安全 ：alignment(title)

Comments 2 pages, 2 figures. Accepted submission to the poster track of IEEE VIS 2025

AUCAD: Automated Construction of Alignment Dataset from Log-Related Issues for Enhancing LLM-based Log Generation

Hao Zhang, Dongjun Yu, Lei Zhang, Guoping Rong, Yongda Yu, Haifeng Shen, He Zhang, Dong Shao, Hongyu Kuang

专题命中 其他安全 ：alignment(title)

Comments In the 16th International Conference on Internetware 2025. 13 pages

Journal ref Proceedings of the 16th International Conference on Internetware (2025) 413-425

Sleepy Chauffeur Detection and Alert Techniques for Road Safety

Himel Ghosh, Sayak Chatterjee, Antik Ganguly, Shreetama Karmakar, Koushik Sarkar

专题命中 其他安全 ：safety(title)

Comments 8 pages, 5 figures, International Journal on Recent Innovation in Microelectronics and Microcontrollers Applications Vol. 1, Issue 1 - 2018

Journal ref International Journal on Recent Innovation in Microelectronics and Microcontrollers Applications Vol. 1, Issue 1 - 2018

Versatile Symbolic Music-for-Music Modeling via Function Alignment

Junyan Jiang, Daniel Chin, Liwei Lin, Xuanjie Liu, Gus Xia

专题命中 其他安全 ：alignment(title)

Journal ref The 26th conference of the International Society for Music Information Retrieval (ISMIR 2025)

Automatic and Scalable Safety Verification using Interval Reachability with Subspace Sampling

Brendan Gould, Akash Harapanahalli, Samuel Coogan

专题命中 其他安全 ：safety(title)

Comments 6 pages, 3 figures. Updated to correct a small error in the dynamics presented in equation (12)

Efficient Pre-Training of LLMs via Topology-Aware Communication Alignment on More Than 9600 GPUs

Guoliang He, Youhe Jiang, Wencong Xiao, Kaihua Jiang, Shuguang Wang, Jun Wang, Zixian Du, Zhuo Jiang, Xinlei Zhang, Binhang Yuan, Eiko Yoneki

专题命中 其他安全 ：alignment(title)

Comments NeurIPS 2025

RoboChemist: Long-Horizon and Safety-Compliant Robotic Chemical Experimentation

Zongzheng Zhang, Chenghao Yue, Haobo Xu, Minwen Liao, Xianglin Qi, Huan-ang Gao, Ziwei Wang, Hao Zhao

专题命中 其他安全 ：safety(title)

Comments Accepted to CoRL 2025, Project Page: https://zzongzheng0918.github.io/RoboChemist.github.io/

Fine-grained Alignment of Large Language Models for General Medication Recommendation without Overprescription

Zihao Zhao, Chenxiao Fan, Junlong Liu, Zheng Wang, Xiangnan He, Chongming Gao, Juan Li, Fuli Feng

专题命中 其他安全 ：alignment(title)

PoseLLM: Enhancing Language-Guided Human Pose Estimation with MLP Alignment

Dewen Zhang, Tahir Hussain, Wangpeng An, Hayaru Shouno

机构 * Department of Informatics, Graduate School of Informatics and Engineering, The University of Electro-Communications（信息学院，信息工程研究生院，东京电通大学） 纠错

专题命中 其他安全 ：alignment(title)

Comments Preprint

Similarity = Value? Consultation Value Assessment and Alignment for Personalized Search

Weicong Qin, Yi Xu, Weijie Yu, Teng Shi, Chenglei Shen, Ming He, Jianping Fan, Xiao Zhang, Jun Xu

专题命中 其他安全 ：alignment(title)

An Identity Based Agent Model for Value Alignment

Karthik Sama, Janvi Chhabra, Arpitha Srivatsha Malavalli, Jayati Deshmukh, Srinath Srinivasa

专题命中 其他安全 ：alignment(title)

LLM-Alignment Live-Streaming Recommendation

Yueyang Liu, Jiangxia Cao, Shen Wang, Shuang Wen, Xiang Chen, Xiangyu Wu, Shuang Yang, Zhaojie Liu, Kun Gai, Guorui Zhou

专题命中 其他安全 ：alignment(title)

Comments Work in progress

Reentrant phase behavior in binary topological flocks with nonreciprocal alignment

Tian Tang, Yu Duan, Yu-qiang Ma

专题命中 其他安全 ：alignment(title)

Comments Supplemental movies are available on request

Journal ref Phys. Rev. Research 7, 023008 (2025)

Deep learning-based identification of precipitation clouds from all-sky camera data for observatory safety

Mohammad H. Zhoolideh Haghighi, Alireza Ghasrimanesh, Habib Khosroshahi

专题命中 其他安全 ：safety(title)

Comments A version of this work has been published in Machine Learning with Applications (MLWA)

Journal ref Machine Learning with Applications Volume 20, June 2025, 100640

OpenVidVRD: Open-Vocabulary Video Visual Relation Detection via Prompt-Driven Semantic Space Alignment

Qi Liu, Weiying Xue, Yuxiao Wang, Zhenao Wei

专题命中 其他安全 ：alignment(title)

Phase Alignment Enhances Oscillatory Power in Neural Mass Models Optimized for Class Encoding

Alexander Pei

专题命中 其他安全 ：alignment(title)

Comments 4 pages, 3 figures

DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation

Han Sun, Rui Gong, Ismail Nejjar, Olga Fink

专题命中 其他安全 ：alignment(title)

AgentPose: Progressive Distribution Alignment via Feature Agent for Human Pose Distillation

Feng Zhang, Jinwei Liu, Xiatian Zhu, Lei Chen

专题命中 其他安全 ：alignment(title)

Comments 5 pages, 1 figures

DPA: Dual Prototypes Alignment for Unsupervised Adaptation of Vision-Language Models

Eman Ali, Sathira Silva, Muhammad Haris Khan

专题命中 其他安全 ：alignment(title)

Comments Accepted at WACV 2025

Distribution alignment based transfer fusion frameworks on quantum devices for seeking quantum advantages

Xi He, Feiyu Du, Xiaohan Yu, Yang Zhao, Tao Lei

专题命中 其他安全 ：alignment(title)

Storyboard guided Alignment for Fine-grained Video Action Recognition

Enqi Liu, Liyuan Pan, Yan Yang, Yiran Zhong, Zhijing Wu, Xinxiao Wu, Liu Liu

专题命中 其他安全 ：alignment(title)

Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning

Weijian Huang, Cheng Li, Hong-Yu Zhou, Hao Yang, Jiarun Liu, Yong Liang, Hairong Zheng, Shaoting Zhang, Shanshan Wang

专题命中 其他安全 ：alignment(title)

Journal ref Nature Communications 15, 7620 (2024)

Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation

Yunheng Li, ZhongYu Li, Quansheng Zeng, Qibin Hou, Ming-Ming Cheng

专题命中 其他安全 ：alignment(title)

Comments Accepted by ICML 2024

Exploring Interactive Semantic Alignment for Efficient HOI Detection with Vision-language Model

Jihao Dong, Renjie Pan, Hua Yang

专题命中 其他安全 ：alignment(title)