大模型对齐与安全

RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language

Subrata Biswas, Mohammad Nur Hossain Khan, Bashima Islam

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.LG

Multiple LLM Agents Debate for Equitable Cultural Alignment

Dayeon Ki, Rachel Rudinger, Tianyi Zhou, Marine Carpuat

机构 * University of Maryland（马里兰大学） 纠错

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Comments ACL 2025 (Oral)

Trustworthy Reasoning: Evaluating and Enhancing Factual Accuracy in LLM Intermediate Thought Processes

Rui Jiao, Yue Zhang, Jinku Li

机构 * School of Cyber Engineering, Xidian University（西安电子科技大学电子工程学院） ； School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.CL、cs.AI

Towards Trustworthy AI: Secure Deepfake Detection using CNNs and Zero-Knowledge Proofs

H M Mohaimanul Islam, Huynh Q. N. Vo, Aditya Rane

机构 * School of Industrial Engineering and Management（工业工程与管理学院） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments Submitted for peer-review in TrustXR - 2025

Humans learn to prefer trustworthy AI over human partners

Yaomin Jiang, Levin Brinkmann, Anne-Marie Nussberger, Ivan Soraperra, Jean-François Bonnefon, Iyad Rahwan

机构 * Toulouse School of Economics, Centre National de la Recherche Scientifique (TSM-R), Université Toulouse Capitole（图卢兹经济学院，法国国家科学研究中心（TSM-R），图卢兹大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.CY

Visual Analytics for Explainable and Trustworthy Artificial Intelligence

Angelos Chatzimparmpas

机构 * Utrecht University（乌特勒支大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Journal ref IEEE CG&A 2025, vol. 45, pp. 100-111

On Trustworthy Rule-Based Models and Explanations

Mohamed Siala, Jordi Planes, Joao Marques-Silva

机构 * LAAS-CNRS, Université de Toulouse, CNRS, INSA Toulouse, France（法国图卢兹大学、CNRS、INSA图卢兹分校） ； Universitat de Lleida（莱里达大学） ； ICREA & University of Lleida（ICREA与莱里达大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Rethinking All Evidence: Enhancing Trustworthy Retrieval-Augmented Generation via Conflict-Driven Summarization

Juan Chen, Baolong Bi, Wei Zhang, Jingyan Sui, Xiaofei Zhu, Yuanzhuo Wang, Lingrui Mei, Shenghua Liu

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Chinese Academy of Sciences（中国科学院） ； National University of Defense Technology（国防科技大学） ； Chongqing University of Technology（重庆理工大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.CL、cs.AI

EMMA: Efficient Visual Alignment in Multi-Modal LLMs

Sara Ghazanfari, Alexandre Araujo, Prashanth Krishnamurthy, Siddharth Garg, Farshad Khorrami

机构 * Department of Electronic and Computer Engineering, New York University（电子与计算机工程系，纽约大学） 纠错

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.LG

CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy Abstention

Yuxi Sun, Aoqi Zuo, Wei Gao, Jing Ma

机构 * Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系） ； School of Mathematics and Statistics, The University of Melbourne（墨尔本大学数学与统计学学院） ； School of Computing and Information Systems, Singapore Management University（新加坡管理大学计算与信息系统学院） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.CL、cs.AI

Comments Accepted to Association for Computational Linguistics Findings (ACL) 2025

Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment

Shuo Wang, Bokui Wang, Zhixiang Shen, Boyan Deng, Zhao Kang

专题命中 安全评测 ：alignment(title)；分类 cs.AI、cs.LG

Towards Trustworthy Keylogger detection: A Comprehensive Analysis of Ensemble Techniques and Feature Selections through Explainable AI

Monirul Islam Mahmud

机构 * Dept. of Computer & Information Science（计算机与信息科学系） ； Fordham University（福特汉姆大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Evaluating the efficacy of LLM Safety Solutions : The Palit Benchmark Dataset

Sayon Palit, Daniel Woods

机构 * School of Informatics University of Edinburgh（信息学院爱丁堡大学） 纠错

专题命中 安全评测 ：safety(title)；分类 cs.CL、cs.AI

Quantifying Logical Consistency in Transformers via Query-Key Alignment

Eduard Tulchinskii, Anastasia Voznyuk, Laida Kushnareva, Andrei Andriiainen, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.LG

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

Joshua Strong, Qianhui Men, Alison Noble

专题命中 安全评测 ：trustworthy(title)；分类 cs.CL、cs.AI

Comments AAAI-AISI 2025

Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy

Ruizhan Xue, Huimin Deng, Fang He, Maojun Wang, Zeyu Zhang

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments Submitted to IJCAI 2025

Where AI Assurance Might Go Wrong: Initial lessons from engineering of critical systems

Robin Bloomfield, John Rushby

专题命中 安全评测 ：safety(abstract,comments)；AI safety(abstract,comments)；分类 cs.AI、cs.CY

Comments Presented at UK AI Safety Institute (AISI) Conference on Frontier AI Safety Frameworks (FAISC 24), Berkeley CA, November 2024

CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment

Geyu Lin, Bin Wang, Zhengyuan Liu, Nancy F. Chen

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Comments 11 pages

Optimizing Alignment with Less: Leveraging Data Augmentation for Personalized Evaluation

Javad Seraj, Mohammad Mahdi Mohajeri, Mohammad Javad Dousti, Majid Nili Ahmadabadi

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Kun: Answer Polishment for Chinese Self-Alignment with Instruction Back-Translation

Tianyu Zheng, Shuyue Guo, Xingwei Qu, Jiawei Guo, Xinrun Du, Qi Jia, Chenghua Lin, Wenhao Huang, Jie Fu, Ge Zhang

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Comments 12 pages, 12 figures

In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models

Pengrui Han, Peiyang Song, Haofei Yu, Jiaxuan You

专题命中 安全评测 ：trustworthy(title)；分类 cs.CL、cs.AI

Comments Accepted at EMNLP 2024 Findings

Trustworthy Machine Learning under Social and Adversarial Data Sources

Han Shao

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments PhD thesis

The Voice: Lessons on Trustworthy Conversational Agents from "Dune"

Philip Feldman

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.CY

Comments 5 pages, 2 figures

Journal ref ACM Conversational User Interfaces 2024 (CUI '24), July 8--10, 2024, Luxembourg, Luxembourg

A Trustworthy AIoT-enabled Localization System via Federated Learning and Blockchain

Junfei Wang, He Huang, Jingze Feng, Steven Wong, Lihua Xie, Jianfei Yang

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning

Bin Wang, Zhengyuan Liu, Xin Huang, Fangkai Jiao, Yang Ding, AiTi Aw, Nancy F. Chen

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Comments Published at NAACL 2024. Code: https://seaeval.github.io/

Improving Health Professionals' Onboarding with AI and XAI for Trustworthy Human-AI Collaborative Decision Making

Min Hun Lee, Silvana Xin Yi Choo, Shamala D/O Thilarajah

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Causality and Explainability for Trustworthy Integrated Pest Management

Ilias Tsoumas, Vasileios Sitokonstantinou, Georgios Giannarakis, Evagelia Lampiri, Christos Athanassiou, Gustau Camps-Valls, Charalampos Kontoes, Ioannis Athanasiadis

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments Accepted at NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning: Blending New and Existing Knowledge Systems

Generative Judge for Evaluating Alignment

Junlong Li, Shichao Sun, Weizhe Yuan, Run-Ze Fan, Hai Zhao, Pengfei Liu

专题命中 安全评测 ：alignment(title)；分类 cs.CL、cs.AI

Comments Fix typos in Table 1

Toward Trustworthy Neural Program Synthesis

Darren Key, Wen-Ding Li, Kevin Ellis

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments 9 pages, 8 figures

RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification

Yizhe Zhang, Shuo Wang, Yejia Zhang, Danny Z. Chen

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments UNSURE2023 (Uncertainty for Safe Utilization of Machine Learning in Medical Imaging) at MICCAI2023; Spotlight