大模型对齐与安全

Don't PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer's Disease

Tom Nuno Wolf, Sebastian Pölsterl, Christian Wachinger

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

Comments To be published in proceedings of Information Processing In Medical Imaging 2023

How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks

Xuanting Chen, Junjie Ye, Can Zu, Nuo Xu, Rui Zheng, Minlong Peng, Jie Zhou, Tao Gui, Qi Zhang, Xuanjing Huang

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

Learned Risk Metric Maps for Kinodynamic Systems

Ross Allen, Wei Xiao, Daniela Rus

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Dual Formulation for Chance Constrained Stochastic Shortest Path with Application to Autonomous Vehicle Behavior Planning

Rashid Alyassi, Majid Khonji

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Reproducibility of Machine Learning: Terminology, Recommendations and Open Issues

Riccardo Albertoni, Sara Colantonio, Piotr Skrzypczyński, Jerzy Stefanowski

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

Adversarial Robustness for Tabular Data through Cost and Utility Awareness

Klim Kireev, Bogdan Kulynych, Carmela Troncoso

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments The first two authors contributed equally. To appear in the proceedings of NDSS 2023

Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies

Aizaz Sharif, Dusica Marijan

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Generative AI-empowered Simulation for Autonomous Driving in Vehicular Mixed Reality Metaverses

Minrui Xu, Dusit Niyato, Junlong Chen, Hongliang Zhang, Jiawen Kang, Zehui Xiong, Shiwen Mao, Zhu Han

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey

Elahe Arani, Shruthi Gowda, Ratnajit Mukherjee, Omar Magdy, Senthilkumar Kathiresan, Bahram Zonooz

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Comments Published in Transactions on Machine Learning Research (TMLR) with Survey Certification

Journal ref Transactions on Machine Learning Research, 2022

EntityCS: Improving Zero-Shot Cross-lingual Transfer with Entity-Centric Code Switching

Chenxi Whitehouse, Fenia Christopoulou, Ignacio Iacobacci

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

Comments Findings of EMNLP 2022

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2022 (6698-6714)

Capabilities for Better ML Engineering

Chenyang Yang, Rachel Brower-Sinning, Grace A. Lewis, Christian Kästner, Tongshuang Wu

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

Two-step counterfactual generation for OOD examples

Nawid Keshtmand, Raul Santos-Rodriguez, Jonathan Lawry

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

A novel corrective-source term approach to modeling unknown physics in aluminum extraction process

Haakon Robinson, Erlend Lundby, Adil Rasheed, Jan Tommy Gravdahl

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

Towards Formal XAI: Formally Approximate Minimal Explanations of Neural Networks

Shahaf Bassan, Guy Katz

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments To appear in Proc. 29th Int. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS)

Multi-Modal Evaluation Approach for Medical Image Segmentation

Seyed M. R. Modaresi, Aomar Osmani, Mohammadreza Razzazi, Abdelghani Chibani

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

Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index

Aria Khademi, Michael Hopka, Devesh Upadhyay

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Developing Hands-on Labs for Source Code Vulnerability Detection with AI

Maryam Taeb

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

Certified Interpretability Robustness for Class Activation Mapping

Alex Gu, Tsui-Wei Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments 13 pages, 5 figures. Accepted to Machine Learning for Autonomous Driving Workshop at NeurIPS 2020

uHelp: intelligent volunteer search for mutual help communities

Nardine Osman, Bruno Rosell, Carles Sierra, Marco Schorlemmer, Jordi Sabater-Mir, Lissette Lemus

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

StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis

Axel Sauer, Tero Karras, Samuli Laine, Andreas Geiger, Timo Aila

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

Comments Project page: https://sites.google.com/view/stylegan-t/

Towards Openness Beyond Open Access: User Journeys through 3 Open AI Collaboratives

Jennifer Ding, Christopher Akiki, Yacine Jernite, Anne Lee Steele, Temi Popo

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

Comments Presented at the 2022 NeurIPS Workshop on Broadening Research Collaborations in ML

THMA: Tencent HD Map AI System for Creating HD Map Annotations

Kun Tang, Xu Cao, Zhipeng Cao, Tong Zhou, Erlong Li, Ao Liu, Shengtao Zou, Chang Liu, Shuqi Mei, Elena Sizikova, Chao Zheng

专题命中 安全评测 ：safety(abstract)；分类 cs.AI

Comments IAAI 2023

Holistic risk assessment of inference attacks in machine learning

Yang Yang

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Fine-grained Czech News Article Dataset: An Interdisciplinary Approach to Trustworthiness Analysis

Matyáš Boháček, Michal Bravanský, Filip Trhlík, Václav Moravec

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

Comments 13 pages, 3 figures; to be published at the Second Workshop on Multimodal Fact-Checking and Hate Speech Detection (DEFACTIFY 2023) at the AAAI 2023 Conference, February 14, 2023, Washington, D.C

Homonymy Information for English WordNet

Rowan Hall Maudslay, Simone Teufel

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

Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers

Andrew J. Nam, Mustafa Abdool, Trevor Maxfield, James L. McClelland

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

Making the Most of Text Semantics to Improve Biomedical Vision--Language Processing

Benedikt Boecking, Naoto Usuyama, Shruthi Bannur, Daniel C. Castro, Anton Schwaighofer, Stephanie Hyland, Maria Wetscherek, Tristan Naumann, Aditya Nori, Javier Alvarez-Valle, Hoifung Poon, Ozan Oktay

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

Comments To appear in ECCV 2022. Code: https://aka.ms/biovil-code Dataset: https://aka.ms/ms-cxr Demo Notebook: https://aka.ms/biovil-demo-notebook

Journal ref Computer Vision - ECCV 2022, LNCS vol 13696, pp 1-21

Online Shielding for Reinforcement Learning

Bettina Könighofer, Julian Rudolf, Alexander Palmisano, Martin Tappler, Roderick Bloem

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments arXiv admin note: substantial text overlap with arXiv:2012.09539

Automata Learning meets Shielding

Martin Tappler, Stefan Pranger, Bettina Könighofer, Edi Muškardin, Roderick Bloem, Kim Larsen

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames

Lyle Regenwetter, Colin Weaver, Faez Ahmed

专题命中 安全评测 ：safety(abstract)；分类 cs.LG