Robust PAC$^m$: Training Ensemble Models Under Misspecification and Outliers

Author:

Zecchin Matteo1ORCID,Park Sangwoo1ORCID,Simeone Osvaldo1ORCID,Kountouris Marios2,Gesbert David2

Affiliation:

1. Department of Engineering, King’s Communications, Learning and Information Processing (KCLIP) Laboratory, King’s College London, London, U.K.

2. Communication Systems Department, EURECOM, Sophia Antipolis, France

Funder

Marie Curie Action WINDMILL

European Union’s Horizon Europe Project CENTRIC

European Research Council (ERC) through the European Union’s Horizon 2020 Research and Innovation Program

ERC through the European Union’s Horizon 2020 Research and Innovation Program

Open Fellowship of the Engineering and Physical Sciences Research Council

Agence Nationale de la Recherche (ANR) through the 3IA Artificial Intelligence Interdisciplinary Project French

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Artificial Intelligence,Computer Networks and Communications,Computer Science Applications,Software

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance;2024 IEEE International Symposium on Biomedical Imaging (ISBI);2024-05-27

2. Understanding Adversarial Robustness From Feature Maps of Convolutional Layers;IEEE Transactions on Neural Networks and Learning Systems;2024

3. Forking Uncertainties: Reliable Prediction and Model Predictive Control With Sequence Models via Conformal Risk Control;IEEE Journal on Selected Areas in Information Theory;2024

4. Calibrating AI Models for Wireless Communications via Conformal Prediction;IEEE Transactions on Machine Learning in Communications and Networking;2023

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3