大模型对齐与安全

MDF-MLLM: Deep Fusion Through Cross-Modal Feature Alignment for Contextually Aware Fundoscopic Image Classification

Jason Jordan, Mohammadreza Akbari Lor, Peter Koulen, Mei-Ling Shyu, Shu-Ching Chen

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments Word count: 5157, Table count: 2, Figure count: 5

Learning to Look: Cognitive Attention Alignment with Vision-Language Models

Ryan L. Yang, Dipkamal Bhusal, Nidhi Rastogi

机构 * Brown University（布朗大学） ； Rochester Institute of Technology（罗切斯特理工大学） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments 7 pages, neurips workshop

Generative AI as a Safety Net for Survey Question Refinement

Erica Ann Metheney, Lauren Yehle

专题命中 其他安全 ：safety(title)；分类 cs.CY

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments Accepted at EMNLP 2025 (Long Paper)

Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation

Mingxi Fu, Fanglei Fu, Xitong Ling, Huaitian Yuan, Tian Guan, Yonghong He, Lianghui Zhu

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.AI

MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation

Qilong Xing, Zikai Song, Youjia Zhang, Na Feng, Junqing Yu, Wei Yang

机构 * Huazhong University of Science and Technology（华中科技大学） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments MICCAI 2025

Latent Space Alignment for AI-Native MIMO Semantic Communications

Mario Edoardo Pandolfo, Simone Fiorellino, Emilio Calvanese Strinati, Paolo Di Lorenzo

机构 * DIAG Department, Sapienza University of Rome（罗马萨皮恩扎大学DIAG系） ； Consorzio Nazionale Interuniversitario per le Telecomunicazioni (CNIT)（国家跨大学电信合作组织（CNIT）） ； CEA Leti, University Grenoble Alpes（CEA Leti，格勒诺布尔阿尔卑斯大学） ； DIET Department, Sapienza University of Rome（罗马萨皮恩扎大学DIET系） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.LG

Comments Proc. of IEEE IJCNN 2025

RIS-aided Latent Space Alignment for Semantic Channel Equalization

Tomás Hüttebräucker, Mario Edoardo Pandolfo, Simone Fiorellino, Emilio Calvanese Strinati, Paolo Di Lorenzo

机构 * CEA Leti, University Grenoble Alpes（CEA Leti，格勒诺布尔大学） ； DIAG Department, Sapienza University of Rome（罗马萨皮恩扎大学DIAG系） ； Consorzio Nazionale Interuniversitario per le Telecomunicazioni (CNIT)（全国大学电信联合体） ； DIET Department, Sapienza University of Rome（罗马萨皮恩扎大学DIET系） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.LG

Capability Salience Vector: Fine-grained Alignment of Loss and Capabilities for Downstream Task Scaling Law

Qiming Ge, Shuhao Xing, Songyang Gao, Yunhua Zhou, Yicheng Zou, Songyang Zhang, Zhi Chen, Hang Yan, Qi Zhang, Qipeng Guo, Kai Chen

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； College of Computer Science and Artificial Intelligence, Fudan University（复旦大学计算机科学与人工智能学院） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments 9 pages, 9 figures, ACL2025

Experiential Semantic Information and Brain Alignment: Are Multimodal Models Better than Language Models?

Anna Bavaresco, Raquel Fernández

机构 * Institute for Logic, Language and Computation University of Amsterdam（逻辑、语言与计算研究所 阿姆斯特丹大学） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments Accepted to CoNLL 2025

TokAlign: Efficient Vocabulary Adaptation via Token Alignment

Chong Li, Jiajun Zhang, Chengqing Zong

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, CAS, Beijing, China（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院，北京） ； School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China（人工智能学院，中国科学院大学，北京） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments ACL 2025, our codes and models are available at https://github.com/ZNLP/TokAlign

SSR: Alignment-Aware Modality Connector for Speech Language Models

Weiting Tan, Hirofumi Inaguma, Ning Dong, Paden Tomasello, Xutai Ma

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Meta AI Research（Meta AI研究） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments IWSLT 2025

GRAIL: Graph Edit Distance and Node Alignment Using LLM-Generated Code

Samidha Verma, Arushi Goyal, Ananya Mathur, Ankit Anand, Sayan Ranu

专题命中 其他安全 ：alignment(title)；分类 cs.LG

Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation

Shutong Qiao, Wei Zhou, Junhao Wen, Chen Gao, Qun Luo, Peixuan Chen, Yong Li

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Enhancing Domain Adaptation through Prompt Gradient Alignment

Hoang Phan, Lam Tran, Quyen Tran, Trung Le

专题命中 其他安全 ：alignment(title)；分类 cs.LG

Comments Accepted to NeurIPS 2024

LANGALIGN: Enhancing Non-English Language Models via Cross-Lingual Embedding Alignment

Jong Myoung Kim, Young-Jun Lee, Ho-Jin Choi, Sangkeun Jung

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments now preparing

LLM Alignment for the Arabs: A Homogenous Culture or Diverse Ones?

Amr Keleg

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments Accepted to the C3NLP workshop (Co-located with NAACL 2025)

Efficient Multi-Task Inferencing: Model Merging with Gromov-Wasserstein Feature Alignment

Luyang Fang, Ehsan Latif, Haoran Lu, Yifan Zhou, Ping Ma, Xiaoming Zhai

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments Submitted to AIED2025

Partial Distribution Alignment via Adaptive Optimal Transport

Pei Yang, Qi Tan, Guihua Wen

专题命中 其他安全 ：alignment(title)；分类 cs.LG

How desirable is alignment between LLMs and linguistically diverse human users?

Pia Knoeferle, Sebastian Möller, Dorothea Kolossa, Veronika Solopova, Georg Rehm

专题命中 其他安全 ：alignment(title)；分类 cs.CL

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy

Zhiwen Ruan, Yixia Li, He Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang, Yun Chen, Guanhua Chen

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments In Findings of NAACL 2025(The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL)

Can LLMs Generate Diverse Molecules? Towards Alignment with Structural Diversity

Hyosoon Jang, Yunhui Jang, Jaehyung Kim, Sungsoo Ahn

专题命中 其他安全 ：alignment(title)；分类 cs.LG

SeDi-Instruct: Enhancing Alignment of Language Models through Self-Directed Instruction Generation

Jungwoo Kim, Minsang Kim, Sungjin Lee

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments 12 pages, 12 figures

ASCENT-ViT: Attention-based Scale-aware Concept Learning Framework for Enhanced Alignment in Vision Transformers

Sanchit Sinha, Guangzhi Xiong, Aidong Zhang

专题命中 其他安全 ：alignment(title)；分类 cs.LG

The Goofus & Gallant Story Corpus for Practical Value Alignment

Md Sultan Al Nahian, Tasmia Tasrin, Spencer Frazier, Mark Riedl, Brent Harrison

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments Accepted by International Conference on Machine Learning and Applications (ICMLA) 2024. Main Conference, Long Paper

A Light-Weight Framework for Open-Set Object Detection with Decoupled Feature Alignment in Joint Space

Yonghao He, Hu Su, Haiyong Yu, Cong Yang, Wei Sui, Cong Wang, Song Liu

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Deep Reinforcement Learning Based Systems for Safety Critical Applications in Aerospace

Abedin Sherifi

专题命中 其他安全 ：safety(title)；分类 cs.AI

Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks

Sungkyung Kim, Adam Lee, Junyoung Park, Andrew Chung, Jusang Oh, Jay-Yoon Lee

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Comments EMNLP 2024 Findings

Examining the Role of Relationship Alignment in Large Language Models

Kristen M. Altenburger, Hongda Jiang, Robert E. Kraut, Yi-Chia Wang, Jane Dwivedi-Yu

专题命中 其他安全 ：alignment(title)；分类 cs.CL

X-LLaVA: Optimizing Bilingual Large Vision-Language Alignment

Dongjae Shin, Hyeonseok Lim, Inho Won, Changsu Choi, Minjun Kim, Seungwoo Song, Hangyeol Yoo, Sangmin Kim, Kyungtae Lim

专题命中 其他安全 ：alignment(title)；分类 cs.CL

Journal ref https://aclanthology.org/2024.findings-naacl.158