大模型对齐与安全

StratMed: Relevance Stratification between Biomedical Entities for Sparsity on Medication Recommendation

Xiang Li, Shunpan Liang, Yulei Hou, Tengfei Ma

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

TrainerAgent: Customizable and Efficient Model Training through LLM-Powered Multi-Agent System

Haoyuan Li, Hao Jiang, Tianke Zhang, Zhelun Yu, Aoxiong Yin, Hao Cheng, Siming Fu, Yuhao Zhang, Wanggui He

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

Examining the Differential Risk from High-level Artificial Intelligence and the Question of Control

Kyle A. Kilian, Christopher J. Ventura, Mark M. Bailey

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

Comments 44 pages

Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals

Yair Gat, Nitay Calderon, Amir Feder, Alexander Chapanin, Amit Sharma, Roi Reichart

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

Value FULCRA: Mapping Large Language Models to the Multidimensional Spectrum of Basic Human Values

Jing Yao, Xiaoyuan Yi, Xiting Wang, Yifan Gong, Xing Xie

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

AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing

Namjoon Suh, Xiaofeng Lin, Din-Yin Hsieh, Merhdad Honarkhah, Guang Cheng

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

LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction

Jamie McCusker

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

InCA: Rethinking In-Car Conversational System Assessment Leveraging Large Language Models

Ken E. Friedl, Abbas Goher Khan, Soumya Ranjan Sahoo, Md Rashad Al Hasan Rony, Jana Germies, Christian Süß

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

Evolutionary approaches to explainable machine learning

Ryan Zhou, Ting Hu

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

Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs

Nedelina Teneva, Estevam Hruschka

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

Comments Accepted at NeurIPS 2023 New Frontiers in Graph Learning Workshop (NeurIPS GLFrontiers 2023)

TencentLLMEval: A Hierarchical Evaluation of Real-World Capabilities for Human-Aligned LLMs

Shuyi Xie, Wenlin Yao, Yong Dai, Shaobo Wang, Donlin Zhou, Lifeng Jin, Xinhua Feng, Pengzhi Wei, Yujie Lin, Zhichao Hu, Dong Yu, Zhengyou Zhang, Jing Nie, Yuhong Liu

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

Context Unlocks Emotions: Text-based Emotion Classification Dataset Auditing with Large Language Models

Daniel Yang, Aditya Kommineni, Mohammad Alshehri, Nilamadhab Mohanty, Vedant Modi, Jonathan Gratch, Shrikanth Narayanan

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

Curating Naturally Adversarial Datasets for Learning-Enabled Medical Cyber-Physical Systems

Sydney Pugh, Ivan Ruchkin, Insup Lee, James Weimer

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

EffEval: A Comprehensive Evaluation of Efficiency for MT Evaluation Metrics

Daniil Larionov, Jens Grünwald, Christoph Leiter, Steffen Eger

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

Comments Findings of EMNLP 2023; note the title and author change

On Evaluating Adversarial Robustness of Large Vision-Language Models

Yunqing Zhao, Tianyu Pang, Chao Du, Xiao Yang, Chongxuan Li, Ngai-Man Cheung, Min Lin

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

Comments NeurIPS 2023

Enhancing Large Language Models for Secure Code Generation: A Dataset-driven Study on Vulnerability Mitigation

Jiexin Wang, Liuwen Cao, Xitong Luo, Zhiping Zhou, Jiayuan Xie, Adam Jatowt, Yi Cai

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

Leveraging GPT-4 for Automatic Translation Post-Editing

Vikas Raunak, Amr Sharaf, Yiren Wang, Hany Hassan Awadallah, Arul Menezes

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

Comments EMNLP Findings 2023

Better to Ask in English: Cross-Lingual Evaluation of Large Language Models for Healthcare Queries

Yiqiao Jin, Mohit Chandra, Gaurav Verma, Yibo Hu, Munmun De Choudhury, Srijan Kumar

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

Comments 18 pages, 7 figures

H2O Open Ecosystem for State-of-the-art Large Language Models

Arno Candel, Jon McKinney, Philipp Singer, Pascal Pfeiffer, Maximilian Jeblick, Chun Ming Lee, Marcos V. Conde

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

Comments EMNLP 2023 Demo - ACL Empirical Methods in Natural Language Processing

Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction

Yufei Huang, Siyuan Li, Jin Su, Lirong Wu, Odin Zhang, Haitao Lin, Jingqi Qi, Zihan Liu, Zhangyang Gao, Yuyang Liu, Jiangbin Zheng, Stan. ZQ. Li

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

Demystifying Poisoning Backdoor Attacks from a Statistical Perspective

Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding

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

HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science

Yu Song, Santiago Miret, Huan Zhang, Bang Liu

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

Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters

Nuo Chen, Yan Wang, Haiyun Jiang, Deng Cai, Yuhan Li, Ziyang Chen, Longyue Wang, Jia Li

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

Comments 14 pages

Journal ref EMNLP 2023

Functional trustworthiness of AI systems by statistically valid testing

Bernhard Nessler, Thomas Doms, Sepp Hochreiter

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

Comments Position paper to the current regulation and standardization effort of AI in Europe

Machine learning assist nyc subway navigation safer and faster

Wencheng Bao, Shi Feng

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

Comments 7 pages, 3 figures

Deep Model Fusion: A Survey

Weishi Li, Yong Peng, Miao Zhang, Liang Ding, Han Hu, Li Shen

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

Comments 46 pages

ALEX: Towards Effective Graph Transfer Learning with Noisy Labels

Jingyang Yuan, Xiao Luo, Yifang Qin, Zhengyang Mao, Wei Ju, Ming Zhang

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

Comments Accepted by the ACM International Conference on Multimedia (MM) 2023

Robust and Explainable Identification of Logical Fallacies in Natural Language Arguments

Zhivar Sourati, Vishnu Priya Prasanna Venkatesh, Darshan Deshpande, Himanshu Rawlani, Filip Ilievski, Hông-Ân Sandlin, Alain Mermoud

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

Principles and Guidelines for Evaluating Social Robot Navigation Algorithms

Anthony Francis, Claudia Pérez-D'Arpino, Chengshu Li, Fei Xia, Alexandre Alahi, Rachid Alami, Aniket Bera, Abhijat Biswas, Joydeep Biswas, Rohan Chandra, Hao-Tien Lewis Chiang, Michael Everett, Sehoon Ha, Justin Hart, Jonathan P. How, Haresh Karnan, Tsang-Wei Edward Lee, Luis J. Manso, Reuth Mirksy, Sören Pirk, Phani Teja Singamaneni, Peter Stone, Ada V. Taylor, Peter Trautman, Nathan Tsoi, Marynel Vázquez, Xuesu Xiao, Peng Xu, Naoki Yokoyama, Alexander Toshev, Roberto Martín-Martín

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

Comments 42 pages, 11 figures, 6 tables

Large Language Model for Science: A Study on P vs. NP

Qingxiu Dong, Li Dong, Ke Xu, Guangyan Zhou, Yaru Hao, Zhifang Sui, Furu Wei

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

Comments 73 pages