大模型对齐与安全

Learning Causal Alignment for Reliable Disease Diagnosis

Mingzhou Liu, Ching-Wen Lee, Xinwei Sun, Yu Qiao, Yizhou Wang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.LG

Comments ICLR-25

VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis

Duy-Cat Can, Linh D. Dang, Quang-Huy Tang, Dang Minh Ly, Huong Ha, Guillaume Blanc, Oliver Y. Chén, Binh T. Nguyen

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Human-Alignment Influences the Utility of AI-assisted Decision Making

Nina L. Corvelo Benz, Manuel Gomez Rodriguez

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning

Yuecheng Liu, Dafeng Chi, Shiguang Wu, Zhanguang Zhang, Yaochen Hu, Lingfeng Zhang, Yingxue Zhang, Shuang Wu, Tongtong Cao, Guowei Huang, Helong Huang, Guangjian Tian, Weichao Qiu, Xingyue Quan, Jianye Hao, Yuzheng Zhuang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments Under Review

Bootstrapping Corner Cases: High-Resolution Inpainting for Safety Critical Detect and Avoid for Automated Flying

Jonathan Lyhs, Lars Hinneburg, Michael Fischer, Florian Ölsner, Stefan Milz, Jeremy Tschirner, Patrick Mäder

专题命中 其他安全 ：safety(title,abstract)；分类 cs.LG

GOMA: Proactive Embodied Cooperative Communication via Goal-Oriented Mental Alignment

Lance Ying, Kunal Jha, Shivam Aarya, Joshua B. Tenenbaum, Antonio Torralba, Tianmin Shu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments 8 pages, 5 figures

TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models

Pengfei Wang, Huanran Zheng, Qi'ao Xu, Silong Dai, Yiqiao Wang, Wenjing Yue, Wei Zhu, Tianwen Qian, Xiaoling Wang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments 19 pages, 6 figures

Measuring Error Alignment for Decision-Making Systems

Binxia Xu, Antonis Bikakis, Daniel Onah, Andreas Vlachidis, Luke Dickens

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation

Yucong Luo, Qitao Qin, Hao Zhang, Mingyue Cheng, Ruiran Yan, Kefan Wang, Jie Ouyang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training

Jiaxing Yu, Xinda Wu, Yunfei Xu, Tieyao Zhang, Songruoyao Wu, Le Ma, Kejun Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments Extended version of paper accepted to AAAI 2025

Enhancing Knowledge Distillation of Large Language Models through Efficient Multi-Modal Distribution Alignment

Tianyu Peng, Jiajun Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Comments Accepted by COLING 2025, 19 pages

How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach

Abdulrahman Althobaiti, Angel Ayala, JingYing Gao, Ali Almutairi, Mohammad Deghat, Imran Razzak, Francisco Cruz

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI

How Transliterations Improve Crosslingual Alignment

Yihong Liu, Mingyang Wang, Amir Hossein Kargaran, Ayyoob Imani, Orgest Xhelili, Haotian Ye, Chunlan Ma, François Yvon, Hinrich Schütze

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Comments COLING 2025

Enhancing Cross-Language Code Translation via Task-Specific Embedding Alignment in Retrieval-Augmented Generation

Manish Bhattarai, Minh Vu, Javier E. Santos, Ismael Boureima, Daniel O' Malley

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Embed-Search-Align: DNA Sequence Alignment using Transformer Models

Pavan Holur, K. C. Enevoldsen, Shreyas Rajesh, Lajoyce Mboning, Thalia Georgiou, Louis-S. Bouchard, Matteo Pellegrini, Vwani Roychowdhury

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments 12 pages, Tables 7, Figures 6

Using Formal Models, Safety Shields and Certified Control to Validate AI-Based Train Systems

Jan Gruteser, Jan Roßbach, Fabian Vu, Michael Leuschel

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI

Comments In Proceedings FMAS2024, arXiv:2411.13215

Journal ref EPTCS 411, 2024, pp. 151-159

PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment

Jiahuan Li, Shujian Huang, Aarron Ching, Xinyu Dai, Jiajun Chen

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

World Models: The Safety Perspective

Zifan Zeng, Chongzhe Zhang, Feng Liu, Joseph Sifakis, Qunli Zhang, Shiming Liu, Peng Wang

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI

Comments 8 pages, 3 figures, accepted at the International Workshop on Dependability Modeling and Design (WDMD) during the IEEE International Symposium on Software Reliability Engineering (ISSRE)

Sniff AI: Is My 'Spicy' Your 'Spicy'? Exploring LLM's Perceptual Alignment with Human Smell Experiences

Shu Zhong, Zetao Zhou, Christopher Dawes, Giada Brianz, Marianna Obrist

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Beyond Preferences in AI Alignment

Tan Zhi-Xuan, Micah Carroll, Matija Franklin, Hal Ashton

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments 26 pages (excl. references), 5 figures

ShieldLM: Empowering LLMs as Aligned, Customizable and Explainable Safety Detectors

Zhexin Zhang, Yida Lu, Jingyuan Ma, Di Zhang, Rui Li, Pei Ke, Hao Sun, Lei Sha, Zhifang Sui, Hongning Wang, Minlie Huang

专题命中 其他安全 ：safety(title,abstract)；分类 cs.CL

Comments 19 pages. Camera ready version of EMNLP 2024 Findings

Maia-2: A Unified Model for Human-AI Alignment in Chess

Zhenwei Tang, Difan Jiao, Reid McIlroy-Young, Jon Kleinberg, Siddhartha Sen, Ashton Anderson

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments Accepted @ NeurIPS 2024

ZALM3: Zero-Shot Enhancement of Vision-Language Alignment via In-Context Information in Multi-Turn Multimodal Medical Dialogue

Zhangpu Li, Changhong Zou, Suxue Ma, Zhicheng Yang, Chen Du, Youbao Tang, Zhenjie Cao, Ning Zhang, Jui-Hsin Lai, Ruei-Sung Lin, Yuan Ni, Xingzhi Sun, Jing Xiao, Jieke Hou, Kai Zhang, Mei Han

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

FLIP: Fine-grained Alignment between ID-based Models and Pretrained Language Models for CTR Prediction

Hangyu Wang, Jianghao Lin, Xiangyang Li, Bo Chen, Chenxu Zhu, Ruiming Tang, Weinan Zhang, Yong Yu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments Accepted by RecSys 2024

ModalChorus: Visual Probing and Alignment of Multi-modal Embeddings via Modal Fusion Map

Yilin Ye, Shishi Xiao, Xingchen Zeng, Wei Zeng

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments VIS 2024

Efficient Parameter Optimisation for Quantum Kernel Alignment: A Sub-sampling Approach in Variational Training

M. Emre Sahin, Benjamin C. B. Symons, Pushpak Pati, Fayyaz Minhas, Declan Millar, Maria Gabrani, Stefano Mensa, Jan Lukas Robertus

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.LG

Comments Paper as accepted on Quantum on 2024-09-18. The method showcased in this work is also available as a Jupyter notebook at https://github.com/qiskit-community/qiskit-machine-learning/tree/IEEE2024

Journal ref Quantum 8, 1502 (2024)

MedCare: Advancing Medical LLMs through Decoupling Clinical Alignment and Knowledge Aggregation

Yusheng Liao, Shuyang Jiang, Zhe Chen, Yanfeng Wang, Yu Wang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Comments EMNLP2024 Findings

Enhance Graph Alignment for Large Language Models

Haitong Luo, Xuying Meng, Suhang Wang, Tianxiang Zhao, Fali Wang, Hanyun Cao, Yujun Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Comments Under review

Toward Guidance-Free AR Visual Generation via Condition Contrastive Alignment

Huayu Chen, Hang Su, Peize Sun, Jun Zhu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.LG

WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Siyu Zhou, Tianyi Zhou, Yijun Yang, Guodong Long, Deheng Ye, Jing Jiang, Chengqi Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI

Comments 35 pages, including references and appendix. Code is available at https://github.com/elated-sawyer/WALL-E