大模型对齐与安全

Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models

Jiaying Lu, Jinmeng Rao, Kezhen Chen, Xiaoyuan Guo, Yawen Zhang, Baochen Sun, Carl Yang, Jie Yang

专题命中 安全评测 ：safety(abstract)；分类 cs.CL

Comments This paper has been accepted to the AAAI'24 Workshop on Responsible Language Models (ReLM 2024)

Resilient Constrained Learning

Ignacio Hounie, Alejandro Ribeiro, Luiz F. O. Chamon

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

A Survey on Verification and Validation, Testing and Evaluations of Neurosymbolic Artificial Intelligence

Justus Renkhoff, Ke Feng, Marc Meier-Doernberg, Alvaro Velasquez, Houbing Herbert Song

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

Comments 16 pages, 8 figures

Evaluating Brain-Inspired Modular Training in Automated Circuit Discovery for Mechanistic Interpretability

Jatin Nainani

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

Comments 15 pages, 7 figures

Big Data and Deep Learning in Smart Cities: A Comprehensive Dataset for AI-Driven Traffic Accident Detection and Computer Vision Systems

Victor Adewopo, Nelly Elsayed, Zag Elsayed, Murat Ozer, Constantinos Zekios, Ahmed Abdelgawad, Magdy Bayoumi

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

DialCLIP: Empowering CLIP as Multi-Modal Dialog Retriever

Zhichao Yin, Binyuan Hui, Min Yang, Fei Huang, Yongbin Li

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

Comments ICASSP 2024

Benchmarking Large Language Models on Controllable Generation under Diversified Instructions

Yihan Chen, Benfeng Xu, Quan Wang, Yi Liu, Zhendong Mao

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

Comments Accepted to AAAI 2024

General-purpose foundation models for increased autonomy in robot-assisted surgery

Samuel Schmidgall, Ji Woong Kim, Alan Kuntz, Ahmed Ezzat Ghazi, Axel Krieger

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training

Dongfang Li, Baotian Hu, Qingcai Chen, Shan He

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

Robustness Verification for Knowledge-Based Logic of Risky Driving Scenes

Xia Wang, Anda Liang, Jonathan Sprinkle, Taylor T. Johnson

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Digital Histopathology with Graph Neural Networks: Concepts and Explanations for Clinicians

Alessandro Farace di Villaforesta, Lucie Charlotte Magister, Pietro Barbiero, Pietro Liò

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

AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator

Elysia Q. Smyers, Sydney M. Katz, Anthony L. Corso, Mykel J. Kochenderfer

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments Accepted to and presented at NeurIPS 2023, Datasets and Benchmarks Track; fixed link formatting in the abstract

Navigating the challenges in creating complex data systems: a development philosophy

Sören Dittmer, Michael Roberts, Julian Gilbey, Ander Biguri, AIX-COVNET Collaboration, Jacobus Preller, James H. F. Rudd, John A. D. Aston, Carola-Bibiane Schönlieb

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

Towards Reliable Dermatology Evaluation Benchmarks

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Matthew Groh, Roxana Daneshjou, Labelling Consortium, Alexander A. Navarini, Marc Pouly

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

Comments Link to the revised file lists: https://github.com/Digital-Dermatology/SelfClean-Revised-Benchmarks

Journal ref Proceedings of the 3rd Machine Learning for Health Symposium, PMLR 225:101-128, 2023

Data Banzhaf: A Robust Data Valuation Framework for Machine Learning

Jiachen T. Wang, Ruoxi Jia

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments AISTATS 2023 Oral

Journal ref AISTATS 2023

Grounding Everything: Emerging Localization Properties in Vision-Language Transformers

Walid Bousselham, Felix Petersen, Vittorio Ferrari, Hilde Kuehne

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

Comments Code available at https://github.com/WalBouss/GEM

Scalable Decentralized Cooperative Platoon using Multi-Agent Deep Reinforcement Learning

Ahmed Abdelrahman, Omar M. Shehata, Yarah Basyoni, Elsayed I. Morgan

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Control Risk for Potential Misuse of Artificial Intelligence in Science

Jiyan He, Weitao Feng, Yaosen Min, Jingwei Yi, Kunsheng Tang, Shuai Li, Jie Zhang, Kejiang Chen, Wenbo Zhou, Xing Xie, Weiming Zhang, Nenghai Yu, Shuxin Zheng

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Holistic Evaluation of GPT-4V for Biomedical Imaging

Zhengliang Liu, Hanqi Jiang, Tianyang Zhong, Zihao Wu, Chong Ma, Yiwei Li, Xiaowei Yu, Yutong Zhang, Yi Pan, Peng Shu, Yanjun Lyu, Lu Zhang, Junjie Yao, Peixin Dong, Chao Cao, Zhenxiang Xiao, Jiaqi Wang, Huan Zhao, Shaochen Xu, Yaonai Wei, Jingyuan Chen, Haixing Dai, Peilong Wang, Hao He, Zewei Wang, Xinyu Wang, Xu Zhang, Lin Zhao, Yiheng Liu, Kai Zhang, Liheng Yan, Lichao Sun, Jun Liu, Ning Qiang, Bao Ge, Xiaoyan Cai, Shijie Zhao, Xintao Hu, Yixuan Yuan, Gang Li, Shu Zhang, Xin Zhang, Xi Jiang, Tuo Zhang, Dinggang Shen, Quanzheng Li, Wei Liu, Xiang Li, Dajiang Zhu, Tianming Liu

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

A Review On Table Recognition Based On Deep Learning

Shi Jiyuan, Shi chunqi

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

Comments 12 figures,6 tables, in Chinese language

Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models

Manish Bhatt, Sahana Chennabasappa, Cyrus Nikolaidis, Shengye Wan, Ivan Evtimov, Dominik Gabi, Daniel Song, Faizan Ahmad, Cornelius Aschermann, Lorenzo Fontana, Sasha Frolov, Ravi Prakash Giri, Dhaval Kapil, Yiannis Kozyrakis, David LeBlanc, James Milazzo, Aleksandar Straumann, Gabriel Synnaeve, Varun Vontimitta, Spencer Whitman, Joshua Saxe

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Evaluation of Infrastructure-based Warning System on Driving Behaviors-A Roundabout Study

Cong Zhang, Chi Tian, Tianfang Han, Hang Li, Yiheng Feng, Yunfeng Chen, Robert W. Proctor, Jiansong Zhang

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments 23 pages, 10 figures

Evaluating Trustworthiness of AI-Enabled Decision Support Systems: Validation of the Multisource AI Scorecard Table (MAST)

Pouria Salehi, Yang Ba, Nayoung Kim, Ahmadreza Mosallanezhad, Anna Pan, Myke C. Cohen, Yixuan Wang, Jieqiong Zhao, Shawaiz Bhatti, James Sung, Erik Blasch, Michelle V. Mancenido, Erin K. Chiou

专题命中 安全评测 ：trustworthy(abstract)；分类 cs.CY

DeepDecipher: Accessing and Investigating Neuron Activation in Large Language Models

Albert Garde, Esben Kran, Fazl Barez

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

Comments 5 pages (9 total), 1 figure, submitted to NeurIPS 2023 Workshop XAIA

Elucidating Discrepancy in Explanations of Predictive Models Developed using EMR

Aida Brankovic, Wenjie Huang, David Cook, Sankalp Khanna, Konstanty Bialkowski

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

Public sentiment analysis and topic modeling regarding ChatGPT in mental health on Reddit: Negative sentiments increase over time

Yunna Cai, Fan Wang, Haowei Wang, Qianwen Qian

专题命中 安全评测 ：trustworthy(abstract)；分类 cs.CY

Comments 11 pages.8 figures, 2 tables

SceneDM: Scene-level Multi-agent Trajectory Generation with Consistent Diffusion Models

Zhiming Guo, Xing Gao, Jianlan Zhou, Xinyu Cai, Botian Shi

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Walking a Tightrope -- Evaluating Large Language Models in High-Risk Domains

Chia-Chien Hung, Wiem Ben Rim, Lindsay Frost, Lars Bruckner, Carolin Lawrence

专题命中 安全评测 ：safety(abstract)；分类 cs.CL

Comments EMNLP 2023 Workshop on Benchmarking Generalisation in NLP (GenBench)

Assessing the Impact of Noise on Quantum Neural Networks: An Experimental Analysis

Erik B. Terres Escudero, Danel Arias Alamo, Oier Mentxaka Gómez, Pablo García Bringas

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

Journal ref Hybrid Artificial Intelligent Systems. HAIS 2023. Lecture Notes in Computer Science(), vol 14001. Springer, Cham

Understanding the Vulnerability of CLIP to Image Compression

Cangxiong Chen, Vinay P. Namboodiri, Julian Padget

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

Comments R0-FoMo: Workshop on Robustness of Few-shot and Zero-shot Learning in Foundation Models at NeurIPS 2023