EP4359982A4 - Föderierte maschinenlernverwaltung - Google Patents

Föderierte maschinenlernverwaltung Download PDF

Info

Publication number
EP4359982A4
EP4359982A4 EP22829497.1A EP22829497A EP4359982A4 EP 4359982 A4 EP4359982 A4 EP 4359982A4 EP 22829497 A EP22829497 A EP 22829497A EP 4359982 A4 EP4359982 A4 EP 4359982A4
Authority
EP
European Patent Office
Prior art keywords
machine learning
federated machine
learning administration
administration
federated
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.)
Pending
Application number
EP22829497.1A
Other languages
English (en)
French (fr)
Other versions
EP4359982A1 (de
Inventor
Abhishek CHHIBBER
Darshankumar Bhadrasinh DESAI
Michael Charles Todasco
Vidyut Mukund Naware
Nitin S. Sharma
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.)
PayPal Inc
Original Assignee
PayPal 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
Priority claimed from US17/357,602 external-priority patent/US12437232B2/en
Priority claimed from US17/357,626 external-priority patent/US12380361B2/en
Priority claimed from US17/457,217 external-priority patent/US12238081B2/en
Application filed by PayPal Inc filed Critical PayPal Inc
Publication of EP4359982A1 publication Critical patent/EP4359982A1/de
Publication of EP4359982A4 publication Critical patent/EP4359982A4/de
Pending legal-status Critical Current

Links

Classifications

    • 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
    • G06F21/62—Protecting access to data via a platform, e.g. using keys or access control rules
    • G06F21/6218—Protecting access to data via a platform, e.g. using keys or access control rules to a system of files or objects, e.g. local or distributed file system or database
    • G06F21/6245—Protecting personal data, e.g. for financial or medical purposes
    • G06F21/6254—Protecting personal data, e.g. for financial or medical purposes by anonymising data, e.g. decorrelating personal data from the owner's identification
    • 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
    • G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/55—Detecting local intrusion or implementing counter-measures
    • G06F21/552—Detecting local intrusion or implementing counter-measures involving long-term monitoring or reporting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q20/00—Payment architectures, schemes or protocols
    • G06Q20/38—Payment protocols; Details thereof
    • G06Q20/382—Payment protocols; Details thereof insuring higher security of transaction
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q20/00—Payment architectures, schemes or protocols
    • G06Q20/38—Payment protocols; Details thereof
    • G06Q20/40—Authorisation, e.g. identification of payer or payee, verification of customer or shop credentials; Review and approval of payers, e.g. check credit lines or negative lists
    • G06Q20/401—Transaction verification
    • G06Q20/4015—Transaction verification using location information
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q20/00—Payment architectures, schemes or protocols
    • G06Q20/38—Payment protocols; Details thereof
    • G06Q20/40—Authorisation, e.g. identification of payer or payee, verification of customer or shop credentials; Review and approval of payers, e.g. check credit lines or negative lists
    • G06Q20/401—Transaction verification
    • G06Q20/4016—Transaction verification involving fraud or risk level assessment in transaction processing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q20/00—Payment architectures, schemes or protocols
    • G06Q20/38—Payment protocols; Details thereof
    • G06Q20/40—Authorisation, e.g. identification of payer or payee, verification of customer or shop credentials; Review and approval of payers, e.g. check credit lines or negative lists
    • G06Q20/405—Establishing or using transaction specific rules

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Accounting & Taxation (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Security & Cryptography (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Strategic Management (AREA)
  • Finance (AREA)
  • General Business, Economics & Management (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Hardware Design (AREA)
  • Health & Medical Sciences (AREA)
  • Bioethics (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Economics (AREA)
  • Development Economics (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
EP22829497.1A 2021-06-24 2022-06-22 Föderierte maschinenlernverwaltung Pending EP4359982A4 (de)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US17/357,602 US12437232B2 (en) 2021-06-24 2021-06-24 Edge device machine learning
US17/357,626 US12380361B2 (en) 2021-06-24 2021-06-24 Federated machine learning management
US17/457,217 US12238081B2 (en) 2021-12-01 2021-12-01 Edge device representation learning
PCT/US2022/073085 WO2022272262A1 (en) 2021-06-24 2022-06-22 Federated machine learning management

Publications (2)

Publication Number Publication Date
EP4359982A1 EP4359982A1 (de) 2024-05-01
EP4359982A4 true EP4359982A4 (de) 2024-12-18

Family

ID=84544740

Family Applications (1)

Application Number Title Priority Date Filing Date
EP22829497.1A Pending EP4359982A4 (de) 2021-06-24 2022-06-22 Föderierte maschinenlernverwaltung

Country Status (3)

Country Link
EP (1) EP4359982A4 (de)
AU (1) AU2022299545B2 (de)
WO (1) WO2022272262A1 (de)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4432198A1 (de) * 2023-03-15 2024-09-18 Featurespace Limited Erhaltung der privatsphäre und zum training neuronaler netzwerkmodelle
CN116955826A (zh) * 2023-08-02 2023-10-27 上海益学智迅科技发展有限公司 基于用户行为习惯推送的金融数据分析系统
WO2025138185A1 (en) 2023-12-29 2025-07-03 Paypal, Inc. Self-adaptive geospatial queries

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
MX2019000713A (es) * 2016-07-18 2019-11-28 Nant Holdings Ip Llc Sistemas, aparatos y metodos para maquina de aprendizaje distribuido.
US11023593B2 (en) * 2017-09-25 2021-06-01 International Business Machines Corporation Protecting cognitive systems from model stealing attacks
US11481641B2 (en) * 2017-09-29 2022-10-25 Oracle International Corporation Methods and systems for configuring communication decision trees based on connected positionable elements on canvas
US20190392441A1 (en) * 2018-06-25 2019-12-26 Apple Inc. Customizing authorization request schedules with machine learning models
US11138350B2 (en) * 2018-08-09 2021-10-05 Zoox, Inc. Procedural world generation using tertiary data
US11188791B2 (en) * 2019-11-18 2021-11-30 International Business Machines Corporation Anonymizing data for preserving privacy during use for federated machine learning

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
DIANLEI XU ET AL: "A Survey on Edge Intelligence", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 26 March 2020 (2020-03-26), XP081630635 *
QIANG YANG ET AL: "Federated Learning", 1 January 2019 (2019-01-01), XP009535889, ISBN: 978-3-030-63075-1, Retrieved from the Internet <URL:https://ieeexplore.ieee.org/abstract/document/8940936> *
See also references of WO2022272262A1 *

Also Published As

Publication number Publication date
AU2022299545B2 (en) 2025-02-13
AU2022299545A1 (en) 2024-01-25
EP4359982A1 (de) 2024-05-01
WO2022272262A1 (en) 2022-12-29

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Ipc: G06Q 20/40 20120101ALI20241112BHEP

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