JP7778160B2 - 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ） - Google Patents

単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）

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Publication number
JP7778160B2
JP7778160B2 JP2023568351A JP2023568351A JP7778160B2 JP 7778160 B2 JP7778160 B2 JP 7778160B2 JP 2023568351 A JP2023568351 A JP 2023568351A JP 2023568351 A JP2023568351 A JP 2023568351A JP 7778160 B2 JP7778160 B2 JP 7778160B2
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samples
adversarial
machine learning
model
learning model
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JPWO2022235353A5 (https=
JP2024518416A5 (https=
JP2024518416A (ja
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ガッデ，シュリニバーサ・ファニ・クマール
ジャオ，シュ
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オラクル・インターナショナル・コーポレイション
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    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/289—Phrasal analysis, e.g. finite state techniques or chunking
    • G06F40/295—Named entity recognition
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/02—User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Bioethics (AREA)
  • Computer Hardware Design (AREA)
  • Computer Security & Cryptography (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Artificial Intelligence (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Machine Translation (AREA)
JP2023568351A 2021-05-07 2022-03-29 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ） Active JP7778160B2 (ja)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP2025197460A JP2026035651A (ja) 2021-05-07 2025-11-18 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202163185531P 2021-05-07 2021-05-07
US63/185,531 2021-05-07
PCT/US2022/022291 WO2022235353A1 (en) 2021-05-07 2022-03-29 Variant inconsistency attack (via) as a simple and effective adversarial attack method

Related Child Applications (1)

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JP2025197460A Division JP2026035651A (ja) 2021-05-07 2025-11-18 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）

Publications (4)

Publication Number Publication Date
JP2024518416A JP2024518416A (ja) 2024-05-01
JPWO2022235353A5 JPWO2022235353A5 (https=) 2024-12-24
JP2024518416A5 JP2024518416A5 (https=) 2024-12-24
JP7778160B2 true JP7778160B2 (ja) 2025-12-01

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JP2023568351A Active JP7778160B2 (ja) 2021-05-07 2022-03-29 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）
JP2025197460A Pending JP2026035651A (ja) 2021-05-07 2025-11-18 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）

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JP2025197460A Pending JP2026035651A (ja) 2021-05-07 2025-11-18 単純で効果的な敵対的攻撃方法としてのバリアント不一致攻撃（ｖｉａ）

Country Status (5)

Country Link
US (2) US12086274B2 (https=)
EP (1) EP4334832A1 (https=)
JP (2) JP7778160B2 (https=)
CN (1) CN117296058A (https=)
WO (1) WO2022235353A1 (https=)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11316806B1 (en) * 2020-01-28 2022-04-26 Snap Inc. Bulk message deletion
US11776241B1 (en) * 2022-09-30 2023-10-03 Fudan University Method and system for generating adversarial attacks on video recognition models
US12585682B2 (en) * 2022-10-10 2026-03-24 Tata Consultancy Services Limited Method and system for generating longform technical question and answer dataset
US11783233B1 (en) 2023-01-11 2023-10-10 Dimaag-Ai, Inc. Detection and visualization of novel data instances for self-healing AI/ML model-based solution deployment
US20240232713A1 (en) 2023-01-11 2024-07-11 Dimaag-Ai, Inc. Detection and visualization of novel data instances for self-healing ai/ml model-based solution deployment
US12541785B2 (en) 2023-03-03 2026-02-03 State Farm Mutual Automobile Insurance Company Chatbot to assist in vehicle shopping
US20240330504A1 (en) * 2023-04-03 2024-10-03 State Farm Mutual Automobile Insurance Company Generative Artificial Intelligence for Privacy Inspection and Enforcement of Unstructured Data
US12524545B2 (en) * 2023-04-27 2026-01-13 Seagate Technology Llc Detection of ransomware attack at object store
US12306859B2 (en) 2023-05-04 2025-05-20 Vijay Madisetti Method and system for protecting and removing private information used in large language models
US12158904B2 (en) * 2023-05-04 2024-12-03 Vijay Madisetti Method and system for protecting and removing private information used in large language models
US12608689B2 (en) 2023-05-25 2026-04-21 State Farm Mutual Automobile Insurance Company Generating social media content for a user associated with an enterprise

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20190005386A1 (en) 2017-07-01 2019-01-03 Intel Corporation Techniques for training deep neural networks
US20190260775A1 (en) 2018-02-19 2019-08-22 Cisco Technology, Inc. Refining synthetic malicious samples with unlabeled data
WO2019207770A1 (ja) 2018-04-27 2019-10-31 日本電気株式会社 学習済みモデル更新装置、学習済みモデル更新方法、プログラム
US20200125943A1 (en) 2018-10-18 2020-04-23 International Business Machines Corporation Adversial deep neural network fuzzing
WO2020165935A1 (ja) 2019-02-12 2020-08-20 日本電気株式会社 モデル構築装置、モデル構築方法、コンピュータプログラム及び記録媒体
US20210012188A1 (en) 2019-07-09 2021-01-14 Baidu Usa Llc Systems and methods for defense against adversarial attacks using feature scattering-based adversarial training

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019014487A1 (en) * 2017-07-12 2019-01-17 The Regents Of The University Of California DETECTION AND PREVENTION OF DEEP ANTAGONIST LEARNING
US11036857B2 (en) * 2018-11-15 2021-06-15 International Business Machines Corporation Protecting a machine learning model
US11227215B2 (en) * 2019-03-08 2022-01-18 International Business Machines Corporation Quantifying vulnerabilities of deep learning computing systems to adversarial perturbations
US20220126864A1 (en) * 2019-03-29 2022-04-28 Intel Corporation Autonomous vehicle system
JP7175244B2 (ja) * 2019-07-30 2022-11-18 Kddi株式会社 分類装置、学習装置、分類方法及びプログラム
US11856276B2 (en) * 2019-09-13 2023-12-26 Oracle International Corporation Scalable architecture for automatic generation of content distribution images
US11765202B2 (en) * 2020-01-17 2023-09-19 Cisco Technology, Inc. Automatic detection and prevention of injection attacks
US11675896B2 (en) * 2020-04-09 2023-06-13 International Business Machines Corporation Using multimodal model consistency to detect adversarial attacks
US12088621B2 (en) * 2020-09-18 2024-09-10 Paypal, Inc. Meta-learning and auto-labeling for machine learning
US20220114399A1 (en) * 2020-10-08 2022-04-14 Royal Bank Of Canada System and method for machine learning fairness testing

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20190005386A1 (en) 2017-07-01 2019-01-03 Intel Corporation Techniques for training deep neural networks
US20190260775A1 (en) 2018-02-19 2019-08-22 Cisco Technology, Inc. Refining synthetic malicious samples with unlabeled data
WO2019207770A1 (ja) 2018-04-27 2019-10-31 日本電気株式会社 学習済みモデル更新装置、学習済みモデル更新方法、プログラム
US20200125943A1 (en) 2018-10-18 2020-04-23 International Business Machines Corporation Adversial deep neural network fuzzing
WO2020165935A1 (ja) 2019-02-12 2020-08-20 日本電気株式会社 モデル構築装置、モデル構築方法、コンピュータプログラム及び記録媒体
US20210012188A1 (en) 2019-07-09 2021-01-14 Baidu Usa Llc Systems and methods for defense against adversarial attacks using feature scattering-based adversarial training

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Publication number Publication date
US20240403447A1 (en) 2024-12-05
EP4334832A1 (en) 2024-03-13
US12086274B2 (en) 2024-09-10
US20220358225A1 (en) 2022-11-10
WO2022235353A1 (en) 2022-11-10
JP2026035651A (ja) 2026-03-04
CN117296058A (zh) 2023-12-26
JP2024518416A (ja) 2024-05-01

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