大模型对齐与安全

Explainable and Robust Millimeter Wave Beam Alignment for AI-Native 6G Networks

Nasir Khan, Asmaa Abdallah, Abdulkadir Celik, Ahmed M. Eltawil, Sinem Coleri

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

Early External Safety Testing of OpenAI's o3-mini: Insights from the Pre-Deployment Evaluation

Aitor Arrieta, Miriam Ugarte, Pablo Valle, José Antonio Parejo, Sergio Segura

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

Comments arXiv admin note: text overlap with arXiv:2501.17132

CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning

Huaiguang Cai

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

Comments Rejected by ICLR 2025. https://openreview.net/forum?id=uVMZgtw2pf

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding

Zhongxiang Sun, Qipeng Wang, Weijie Yu, Xiaoxue Zang, Kai Zheng, Jun Xu, Xiao Zhang, Song Yang, Han Li

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

Comments 11 pages, 5 figures

Hierarchical Divide-and-Conquer for Fine-Grained Alignment in LLM-Based Medical Evaluation

Shunfan Zheng, Xiechi Zhang, Gerard de Melo, Xiaoling Wang, Linlin Wang

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

CoDe: Communication Delay-Tolerant Multi-Agent Collaboration via Dual Alignment of Intent and Timeliness

Shoucheng Song, Youfang Lin, Sheng Han, Chang Yao, Hao Wu, Shuo Wang, Kai Lv

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

Comments AAAI 2025 Accepted

Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities

Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev, Hussam Al Hamadi, Engin Zeydan

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

Comments 7 pages, 4 figures

Feature Alignment-Based Knowledge Distillation for Efficient Compression of Large Language Models

Shuo Wang, Chihang Wang, Jia Gao, Zhen Qi, Hongye Zheng, Xiaoxuan Liao

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

Comments 4 pages

Context-Based Semantic-Aware Alignment for Semi-Supervised Multi-Label Learning

Heng-Bo Fan, Ming-Kun Xie, Jia-Hao Xiao, Sheng-Jun Huang

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

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice

Cong Jiang, Xiaolei Yang

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

Comments Draft version; Under review

Trustworthy and Efficient LLMs Meet Databases

Kyoungmin Kim, Anastasia Ailamaki

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

Python Fuzzing for Trustworthy Machine Learning Frameworks

Ilya Yegorov, Eli Kobrin, Darya Parygina, Alexey Vishnyakov, Andrey Fedotov

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

Journal ref Journal of Mathematical Sciences, 2024 Springer Nature Switzerland AG, Vol. 285, No. 2, October, 2024

FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Shiyao Cui, Zhenyu Zhang, Yilong Chen, Wenyuan Zhang, Tianyun Liu, Siqi Wang, Tingwen Liu

专题命中 安全评测 ：harmlessness(title,abstract)；分类 cs.CL

Comments Accepted by KDD workshop on Evaluation and Trustworthiness of Generative AI Models

Journal ref https://genai-evaluation-kdd2024.github.io/genai-evalution-kdd2024/assets/papers/GenAI_Evaluation_KDD2024_paper_5.pdf

On Robust Cross Domain Alignment

Anish Chakrabarty, Arkaprabha Basu, Swagatam Das

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

I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm

Yiming Liang, Ge Zhang, Xingwei Qu, Tianyu Zheng, Jiawei Guo, Xinrun Du, Zhenzhu Yang, Jiaheng Liu, Chenghua Lin, Lei Ma, Wenhao Huang, Jiajun Zhang

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

Bridging Sequence-Structure Alignment in RNA Foundation Models

Heng Yang, Renzhi Chen, Ke Li

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

Comments Accepted by AAAI 2025

Key Safety Design Overview in AI-driven Autonomous Vehicles

Vikas Vyas, Zheyuan Xu

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

Fast Prompt Alignment for Text-to-Image Generation

Khalil Mrini, Hanlin Lu, Linjie Yang, Weilin Huang, Heng Wang

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

Comments TikTok Technical Report

HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning

Manish Bhattarai, Ryan Barron, Maksim Eren, Minh Vu, Vesselin Grantcharov, Ismael Boureima, Valentin Stanev, Cynthia Matuszek, Vladimir Valtchinov, Kim Rasmussen, Boian Alexandrov

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

Reliability, Resilience and Human Factors Engineering for Trustworthy AI Systems

Saurabh Mishra, Anand Rao, Ramayya Krishnan, Bilal Ayyub, Amin Aria, Enrico Zio

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

Responsible AI in Construction Safety: Systematic Evaluation of Large Language Models and Prompt Engineering

Farouq Sammour, Jia Xu, Xi Wang, Mo Hu, Zhenyu Zhang

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

Comments 29 pages, 5 figures

Engineering Trustworthy AI: A Developer Guide for Empirical Risk Minimization

Diana Pfau, Alexander Jung

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

Insights on Disagreement Patterns in Multimodal Safety Perception across Diverse Rater Groups

Charvi Rastogi, Tian Huey Teh, Pushkar Mishra, Roma Patel, Zoe Ashwood, Aida Mostafazadeh Davani, Mark Diaz, Michela Paganini, Alicia Parrish, Ding Wang, Vinodkumar Prabhakaran, Lora Aroyo, Verena Rieser

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

Comments 20 pages, 7 figures

Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommender Systems

Dayu Yang, Fumian Chen, Hui Fang

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

Comments Accepted by the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval

Self-Pluralising Culture Alignment for Large Language Models

Shaoyang Xu, Yongqi Leng, Linhao Yu, Deyi Xiong

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

Comments Implementation for the paper: https://github.com/shaoyangxu/CultureSPA

Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate

Qidong Huang, Xiaoyi Dong, Pan Zhang, Yuhang Zang, Yuhang Cao, Jiaqi Wang, Dahua Lin, Weiming Zhang, Nenghai Yu

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

Comments Project page: https://github.com/shikiw/Modality-Integration-Rate

Active Learning for Robust and Representative LLM Generation in Safety-Critical Scenarios

Sabit Hassan, Anthony Sicilia, Malihe Alikhani

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

Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression

Zhichao Xu, Ashim Gupta, Tao Li, Oliver Bentham, Vivek Srikumar

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

Comments Findings of EMNLP 2024

Locally Measuring Cross-lingual Lexical Alignment: A Domain and Word Level Perspective

Taelin Karidi, Eitan Grossman, Omri Abend

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

MedSafetyBench: Evaluating and Improving the Medical Safety of Large Language Models

Tessa Han, Aounon Kumar, Chirag Agarwal, Himabindu Lakkaraju

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