大模型对齐与安全

The Digital Divide in Process Safety: Quantitative Risk Analysis of Human-AI Collaboration

He Wen

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

AlignScore: Evaluating Factual Consistency with a Unified Alignment Function

Yuheng Zha, Yichi Yang, Ruichen Li, Zhiting Hu

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

Comments 19 pages, 5 figures, ACL2023

Trustworthy Federated Learning: A Survey

Asadullah Tariq, Mohamed Adel Serhani, Farag Sallabi, Tariq Qayyum, Ezedin S. Barka, Khaled A. Shuaib

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

Comments 45 Pages, 8 Figures, 9 Tables

Improving safety in physical human-robot collaboration via deep metric learning

Maryam Rezayati, Grammatiki Zanni, Ying Zaoshi, Davide Scaramuzza, Hans Wernher van de Venn

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

Journal ref 2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)

Defining Quality Requirements for a Trustworthy AI Wildflower Monitoring Platform

Petra Heck, Gerard Schouten

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

Comments Preprint - Paper accepted for CAIN23 - 2nd international conference on AI Engineering

A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy

Yifei Zhang, Dun Zeng, Jinglong Luo, Zenglin Xu, Irwin King

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

A Review of the Role of Causality in Developing Trustworthy AI Systems

Niloy Ganguly, Dren Fazlija, Maryam Badar, Marco Fisichella, Sandipan Sikdar, Johanna Schrader, Jonas Wallat, Koustav Rudra, Manolis Koubarakis, Gourab K. Patro, Wadhah Zai El Amri, Wolfgang Nejdl

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

Comments 55 pages, 8 figures. Under review

OVERT: An Algorithm for Safety Verification of Neural Network Control Policies for Nonlinear Systems

Chelsea Sidrane, Amir Maleki, Ahmed Irfan, Mykel J. Kochenderfer

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

Comments 44 pages, under review

Journal ref Journal of Machine Learning Research 23 (2022) 1-45

Trustworthy Visual Analytics in Clinical Gait Analysis: A Case Study for Patients with Cerebral Palsy

Alexander Rind, Djordje Slijepčević, Matthias Zeppelzauer, Fabian Unglaube, Andreas Kranzl, Brian Horsak

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

Comments 7 pages, 4 figures; supplemental material 9 pages, 8 figures

Journal ref Proceedings of the 2022 IEEE Workshop on TRust and EXpertise in Visual Analytics, TREX (2022) 8-15

Explainable Artificial Intelligence for Bayesian Neural Networks: Towards trustworthy predictions of ocean dynamics

Mariana C. A. Clare, Maike Sonnewald, Redouane Lguensat, Julie Deshayes, Venkatramani Balaji

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

Comments 25 pages, 11 figures

A Trustworthy Framework for Medical Image Analysis with Deep Learning

Kai Ma, Siyuan He, Pengcheng Xi, Ashkan Ebadi, Stéphane Tremblay, Alexander Wong

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

Holding AI to Account: Challenges for the Delivery of Trustworthy AI in Healthcare

Rob Procter, Peter Tolmie, Mark Rouncefield

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

Comments 35 pages, 5 figures

Multi-Vector Retrieval as Sparse Alignment

Yujie Qian, Jinhyuk Lee, Sai Meher Karthik Duddu, Zhuyun Dai, Siddhartha Brahma, Iftekhar Naim, Tao Lei, Vincent Y. Zhao

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

Time Series Alignment with Global Invariances

Titouan Vayer, Romain Tavenard, Laetitia Chapel, Nicolas Courty, Rémi Flamary, Yann Soullard

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

Comments Published in Transactions on Machine Learning (Oct 2022)

Enhancing Product Safety in E-Commerce with NLP

Kishaloy Halder, Josip Krapac, Dmitry Goryunov, Anthony Brew, Matti Lyra, Alsida Dizdari, William Gillett, Adrien Renahy, Sinan Tang

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

Trustworthy Human Computation: A Survey

Hisashi Kashima, Satoshi Oyama, Hiromi Arai, Junichiro Mori

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

Comments 35 pages, 2 figures, 9 tables

Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning

Xiaoli Tang, Han Yu

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

From plane crashes to algorithmic harm: applicability of safety engineering frameworks for responsible ML

Shalaleh Rismani, Renee Shelby, Andrew Smart, Edgar Jatho, Joshua Kroll, AJung Moon, Negar Rostamzadeh

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

From Intelligent Agents to Trustworthy Human-Centred Multiagent Systems

Mohammad Divband Soorati, Enrico H. Gerding, Enrico Marchioni, Pavel Naumov, Timothy J. Norman, Sarvapali D. Ramchurn, Bahar Rastegari, Adam Sobey, Sebastian Stein, Danesh Tarpore, Vahid Yazdanpanah, Jie Zhang

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

Comments Appears in the Special Issue on Multi-Agent Systems Research in the United Kingdom

Journal ref AI Communications, vol. 35, no. 4, pp. 443-457, 2022

Data Privacy and Trustworthy Machine Learning

Martin Strobel, Reza Shokri

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

Comments Copyright ©2022, IEEE

Journal ref Published in: IEEE Security & Privacy ( Volume: 20, Issue: 5, Sept.-Oct. 2022)

Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety

Puja Trivedi, Danai Koutra, Jayaraman J. Thiagarajan

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

Comments Principles of Distribution Shift (PODS) Workshop at ICML 2022, 4 pages, 2 figures

Security and Safety Aspects of AI in Industry Applications

Hans Dermot Doran

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

Comments As presented at the Embedded World Conference, Nuremberg, 2022

Towards Trustworthy Healthcare AI: Attention-Based Feature Learning for COVID-19 Screening With Chest Radiography

Kai Ma, Pengcheng Xi, Karim Habashy, Ashkan Ebadi, Stéphane Tremblay, Alexander Wong

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

Comments Accepted to 39th International Conference on Machine Learning, Workshop on Healthcare AI and COVID-19

Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems

Jochen Stiasny, Samuel Chevalier, Rahul Nellikkath, Brynjar Sævarsson, Spyros Chatzivasileiadis

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

Comments In proceedings of the 11th Bulk Power Systems Dynamics and Control Symposium (IREP 2022), July 25-30, 2022, Banff, Canada. 21 pages, 12 figures, 5 tables

Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services

W. T. Hutiri, A. Y. Ding

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

CAISAR: A platform for Characterizing Artificial Intelligence Safety and Robustness

Julien Girard-Satabin, Michele Alberti, François Bobot, Zakaria Chihani, Augustin Lemesle

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

Journal ref AISafety, Jul 2022, Vienne, Austria

Legal Provocations for HCI in the Design and Development of Trustworthy Autonomous Systems

Lachlan D. Urquhart, Glenn McGarry, Andy Crabtree

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

Toward Learning Robust and Invariant Representations with Alignment Regularization and Data Augmentation

Haohan Wang, Zeyi Huang, Xindi Wu, Eric P. Xing

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

Comments to appear at KDD 2022, the software package is at https://github.com/jyanln/AlignReg. arXiv admin note: text overlap with arXiv:2011.13052

PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining

Yuting Gao, Jinfeng Liu, Zihan Xu, Jun Zhang, Ke Li, Rongrong Ji, Chunhua Shen

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

A Benchmark and Comprehensive Survey on Knowledge Graph Entity Alignment via Representation Learning

Rui Zhang, Bayu Distiawan Trisedy, Miao Li, Yong Jiang, Jianzhong Qi

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

Comments to appear in VLDB Journal, 2022