EP4229554A4 - Systeme und verfahren zur bereitstellung eines systemischen fehlers in algorithmen mit künstlicher intelligenz - Google Patents

Systeme und verfahren zur bereitstellung eines systemischen fehlers in algorithmen mit künstlicher intelligenz Download PDF

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Publication number
EP4229554A4
EP4229554A4 EP21880894.7A EP21880894A EP4229554A4 EP 4229554 A4 EP4229554 A4 EP 4229554A4 EP 21880894 A EP21880894 A EP 21880894A EP 4229554 A4 EP4229554 A4 EP 4229554A4
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EP
European Patent Office
Prior art keywords
systems
methods
providing
artificial intelligence
intelligence algorithms
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Withdrawn
Application number
EP21880894.7A
Other languages
English (en)
French (fr)
Other versions
EP4229554A1 (de
Inventor
Gharib GHARIBI
Babak Poorebrahim GILKALAYE
Riddhiman Das
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Tripleblind Holdings Inc
Original Assignee
TripleBlind Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by TripleBlind Inc filed Critical TripleBlind Inc
Publication of EP4229554A1 publication Critical patent/EP4229554A1/de
Publication of EP4229554A4 publication Critical patent/EP4229554A4/de
Withdrawn legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/094—Adversarial learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/096—Transfer learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/098—Distributed learning, e.g. federated learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60—Protecting data
    • G06F21/64—Protecting data integrity, e.g. using checksums, certificates or signatures

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Collating Specific Patterns (AREA)
  • Financial Or Insurance-Related Operations Such As Payment And Settlement (AREA)
EP21880894.7A 2020-10-13 2021-10-12 Systeme und verfahren zur bereitstellung eines systemischen fehlers in algorithmen mit künstlicher intelligenz Withdrawn EP4229554A4 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202063090933P 2020-10-13 2020-10-13
PCT/US2021/054542 WO2022081553A1 (en) 2020-10-13 2021-10-12 Systems and methods for providing a systemic error in artificial intelligence algorithms

Publications (2)

Publication Number Publication Date
EP4229554A1 EP4229554A1 (de) 2023-08-23
EP4229554A4 true EP4229554A4 (de) 2024-04-03

Family

ID=81208609

Family Applications (1)

Application Number Title Priority Date Filing Date
EP21880894.7A Withdrawn EP4229554A4 (de) 2020-10-13 2021-10-12 Systeme und verfahren zur bereitstellung eines systemischen fehlers in algorithmen mit künstlicher intelligenz

Country Status (3)

Country Link
EP (1) EP4229554A4 (de)
CA (1) CA3195434A1 (de)
WO (1) WO2022081553A1 (de)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115277065B (zh) * 2022-06-15 2024-01-23 北京信息科技大学 一种物联网异常流量检测中的对抗攻击方法及装置
US12417285B2 (en) 2023-01-31 2025-09-16 Sonova Ag System and methods for detecting a copy of a deep neural network in a hearing device

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11163860B2 (en) * 2018-06-04 2021-11-02 International Business Machines Corporation Protecting deep learning models using watermarking
US11042611B2 (en) * 2018-12-10 2021-06-22 XNOR.ai, Inc. Digital watermarking of machine-learning models
US11409845B2 (en) * 2019-01-17 2022-08-09 Nxp B.V. Method for determining if a machine learning model has been copied
US11836256B2 (en) * 2019-01-24 2023-12-05 International Business Machines Corporation Testing adversarial robustness of systems with limited access
US20220108185A1 (en) * 2019-03-22 2022-04-07 Siemens Aktiengesellschaft Inverse and forward modeling machine learning-based generative design

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
PASCHALI MAGDALINI ET AL: "Generalizability vs. Robustness: Adversarial Examples for Medical Imaging", ARXIV.ORG, 23 March 2018 (2018-03-23), Ithaca, XP093132405, Retrieved from the Internet <URL:https://arxiv.org/pdf/1804.00504.pdf> [retrieved on 20240216], DOI: 10.48550/arxiv.1804.00504 *
See also references of WO2022081553A1 *
YUAN XIAOYONG ET AL: "Adversarial Examples: Attacks and Defenses for Deep Learning", IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, IEEE, USA, vol. 30, no. 9, 1 September 2019 (2019-09-01), pages 2805 - 2824, XP011741439, ISSN: 2162-237X, [retrieved on 20190821], DOI: 10.1109/TNNLS.2018.2886017 *
ZHAO JINGJING ET AL: "AFA: Adversarial fingerprinting authentication for deep neural networks", COMPUTER COMMUNICATIONS, ELSEVIER SCIENCE PUBLISHERS BV, AMSTERDAM, NL, vol. 150, 14 December 2019 (2019-12-14), pages 488 - 497, XP086011281, ISSN: 0140-3664, [retrieved on 20191214], DOI: 10.1016/J.COMCOM.2019.12.016 *

Also Published As

Publication number Publication date
EP4229554A1 (de) 2023-08-23
WO2022081553A1 (en) 2022-04-21
WO2022081553A4 (en) 2022-06-16
CA3195434A1 (en) 2022-04-21

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