EP4147178A4 - Systems and methods for providing a private multi-modal artificial intelligence platform - Google Patents

Systems and methods for providing a private multi-modal artificial intelligence platform Download PDF

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Publication number
EP4147178A4
EP4147178A4 EP21799990.3A EP21799990A EP4147178A4 EP 4147178 A4 EP4147178 A4 EP 4147178A4 EP 21799990 A EP21799990 A EP 21799990A EP 4147178 A4 EP4147178 A4 EP 4147178A4
Authority
EP
European Patent Office
Prior art keywords
systems
methods
providing
artificial intelligence
intelligence platform
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
EP21799990.3A
Other languages
German (de)
French (fr)
Other versions
EP4147178A1 (en
Inventor
Greg STORM
Gharib GHARIBI
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 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 EP4147178A1 publication Critical patent/EP4147178A1/en
Publication of EP4147178A4 publication Critical patent/EP4147178A4/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/098Distributed learning, e.g. federated learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Image Analysis (AREA)
EP21799990.3A 2020-05-06 2021-05-06 Systems and methods for providing a private multi-modal artificial intelligence platform Pending EP4147178A4 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063020930P 2020-05-06 2020-05-06
US202117180475A 2021-02-19 2021-02-19
PCT/US2021/031012 WO2021226302A1 (en) 2020-05-06 2021-05-06 Systems and methods for providing a private multi-modal artificial intelligence platform

Publications (2)

Publication Number Publication Date
EP4147178A1 EP4147178A1 (en) 2023-03-15
EP4147178A4 true EP4147178A4 (en) 2023-10-18

Family

ID=78468414

Family Applications (1)

Application Number Title Priority Date Filing Date
EP21799990.3A Pending EP4147178A4 (en) 2020-05-06 2021-05-06 Systems and methods for providing a private multi-modal artificial intelligence platform

Country Status (5)

Country Link
EP (1) EP4147178A4 (en)
JP (1) JP2023524289A (en)
KR (1) KR20230005900A (en)
CA (1) CA3177679A1 (en)
WO (1) WO2021226302A1 (en)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2023144022A1 (en) * 2022-01-26 2023-08-03 Cardiologs Technologies Sas Systems and methods for restricting rights to an electrocardiogram processing system
WO2023159426A1 (en) * 2022-02-24 2023-08-31 Huawei Technologies Co., Ltd. Methods and apparatus for adaptive exchange of artificial intelligence/machine learning (ai/ml) parameters
CN116151370B (en) * 2023-04-24 2023-07-21 西南石油大学 Model parameter optimization selection system

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10755172B2 (en) * 2016-06-22 2020-08-25 Massachusetts Institute Of Technology Secure training of multi-party deep neural network
US10924460B2 (en) 2019-12-13 2021-02-16 TripleBlind, Inc. Systems and methods for dividing filters in neural networks for private data computations

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
CHANDRA THAPA ET AL: "SplitFed: When Federated Learning Meets Split Learning", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 25 April 2020 (2020-04-25), XP081652857 *
DIANBO LIU ET AL: "Confederated Machine Learning on Horizontally and Vertically Separated Medical Data for Large-Scale Health System Intelligence", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 4 October 2019 (2019-10-04), XP081510932 *
DU ZHAOYANG ET AL: "Federated Learning for Vehicular Internet of Things: Recent Advances and Open Issues", IEEE OPEN JOURNAL OF THE COMPUTER SOCIETY, IEEE, vol. 1, 5 May 2020 (2020-05-05), pages 45 - 61, XP011795454, DOI: 10.1109/OJCS.2020.2992630 *
PRANEETH VEPAKOMMA ET AL: "Split learning for health: Distributed deep learning without sharing raw patient data", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 3 December 2018 (2018-12-03), XP080988124 *
See also references of WO2021226302A1 *

Also Published As

Publication number Publication date
CA3177679A1 (en) 2021-11-11
KR20230005900A (en) 2023-01-10
WO2021226302A1 (en) 2021-11-11
JP2023524289A (en) 2023-06-09
EP4147178A1 (en) 2023-03-15

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