SG11202101527UA - Proactive defense of untrustworthy machine learning system - Google Patents

Proactive defense of untrustworthy machine learning system

Info

Publication number
SG11202101527UA
SG11202101527UA SG11202101527UA SG11202101527UA SG11202101527UA SG 11202101527U A SG11202101527U A SG 11202101527UA SG 11202101527U A SG11202101527U A SG 11202101527UA SG 11202101527U A SG11202101527U A SG 11202101527UA SG 11202101527U A SG11202101527U A SG 11202101527UA
Authority
SG
Singapore
Prior art keywords
untrustworthy
machine learning
learning system
proactive defense
proactive
Prior art date
Application number
SG11202101527UA
Inventor
Ajit Gaddam
Ara Jermakyan
Pushkar Joglekar
Original Assignee
Visa Int Service Ass
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 Visa Int Service Ass filed Critical Visa Int Service Ass
Publication of SG11202101527UA publication Critical patent/SG11202101527UA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00—Network architectures or network communication protocols for network security
    • H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06F21/554—Detecting local intrusion or implementing counter-measures involving event detection and direct action
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00—Network architectures or network communication protocols for network security
    • H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1441—Countermeasures against malicious traffic
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2221/00—Indexing scheme relating to security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F2221/21—Indexing scheme relating to G06F21/00 and subgroups addressing additional information or applications relating to security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F2221/2133—Verifying human interaction, e.g., Captcha
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
SG11202101527UA 2018-08-23 2018-08-23 Proactive defense of untrustworthy machine learning system SG11202101527UA (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2018/047793 WO2020040776A1 (en) 2018-08-23 2018-08-23 Proactive defense of untrustworthy machine learning system

Publications (1)

Publication Number Publication Date
SG11202101527UA true SG11202101527UA (en) 2021-03-30

Family

ID=69591252

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202101527UA SG11202101527UA (en) 2018-08-23 2018-08-23 Proactive defense of untrustworthy machine learning system

Country Status (5)

Country Link
US (1) US20210319099A1 (en)
EP (1) EP3841536B1 (en)
CN (1) CN112789634A (en)
SG (1) SG11202101527UA (en)
WO (1) WO2020040776A1 (en)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11444945B1 (en) * 2021-03-22 2022-09-13 Arkose Labs Holdings, Inc. Computer challenge system for presenting images to users corresponding to correct or incorrect real-world properties to limit access of computer resources to intended human users
US20230047190A1 (en) * 2021-08-11 2023-02-16 Capital One Services, Llc Detecting malicious activity associated with resetting authentication information
US11853418B2 (en) * 2021-09-01 2023-12-26 Rockwell Collins, Inc. System and method for neural network based detection of cyber intrusion via mode-specific system templates
US20230135293A1 (en) * 2021-10-28 2023-05-04 At&T Intellectual Property I, L.P. Multi-modal network-based assertion verification
US20230231822A1 (en) * 2022-01-20 2023-07-20 Capital One Services, Llc Computer-based systems programmed for automatic adaptive content-based processing of electronic messages and methods of use thereof

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
IL181041A0 (en) * 2007-01-29 2007-07-04 Deutsche Telekom Ag Improved method and system for detecting malicious behavioral patterns in a computer, using machine learning
EP2406717A4 (en) * 2009-03-13 2012-12-26 Univ Rutgers Systems and methods for the detection of malware
US9639699B1 (en) * 2014-07-18 2017-05-02 Cyberfend, Inc. Detecting non-human users on computer systems
CN107742079B (en) * 2017-10-18 2020-02-21 杭州安恒信息技术股份有限公司 Malicious software identification method and system

Also Published As

Publication number Publication date
EP3841536A4 (en) 2021-08-11
WO2020040776A1 (en) 2020-02-27
EP3841536A1 (en) 2021-06-30
US20210319099A1 (en) 2021-10-14
EP3841536B1 (en) 2024-03-06
CN112789634A (en) 2021-05-11

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