Not with a bug, but with a sticker : attacks on machine learning systems and what to do about them

Not with a bug, but with a sticker attacks on machine learning systems and what to do about them

A robust and engaging account of the single greatest threat faced by AI and ML systems In Not With A Bug, But With A Sticker: Attacks on Machine Learning Systems and What To Do About Them, a team of distinguished adversarial machine learning researchers deliver a riveting account of the most signifi...

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Detalles Bibliográficos
Otros Autores: Siva Kumar, Ram Shankar, author (author), Anderson, Hyrum, author
Formato: Libro electrónico
Idioma:Inglés
Publicado: Hoboken, NJ : John Wiley & Sons, Inc [2023]
Materias:
Machine learning.
Computer security.
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009752726306719
Tabla de Contenidos:
  • Cover
  • Title Page
  • Copyright Page
  • Contents
  • Foreword
  • Introduction
  • Chapter 1 Do You Want to Be Partof the Future?
  • Business at the Speed of AI
  • Follow Me, Follow Me
  • In AI, We Overtrust
  • Area 52 Ramblings
  • I'll Do It
  • Adversarial Attacks Are Happening
  • ML Systems Don't Jiggle-Jiggle
  • They Fold
  • Never Tell Me the Odds
  • AI's Achilles' Heel
  • Chapter 2 Salt, Tape, and Split-Second Phantoms
  • Challenge Accepted
  • When Expectation Meets Reality
  • Color Me Blind
  • Translation Fails
  • Attacking AI Systems via Fails
  • Autonomous Trap 001
  • Common Corruption
  • Chapter 3 Subtle, Specific, and Ever-Present
  • Intriguing Properties of Neural Networks
  • They Are Everywhere
  • Research Disciplines Collide
  • Blame Canada
  • The Intelligent Wiggle-Jiggle
  • Bargain-Bin Models Will Do
  • For Whom the Adversarial Example Bell Tolls
  • Chapter 4 Here's Something I Foundon the Web
  • Bad Data = Big Problem
  • Your AI Is Powered by Ghost Workers
  • Your AI Is Powered by Vampire Novels
  • Don't Believe Everything You Read on the Internet
  • Poisoning the Well
  • The Higher You Climb, the Harder You Fall
  • Chapter 5 Can You Keep a Secret?
  • Why Is Defending Against Adversarial Attacks Hard?
  • Masking Is Important
  • Because It Is Possible
  • Masking Alone Is Not Good Enough
  • An Average Concerned Citizen
  • Security by Obscurity Has Limited Benefit
  • The Opportunity Is Great
  • the Threat Is Real
  • the Approach Must Be Bold
  • Swiss Cheese
  • Chapter 6 Sailing for Adventure on the Deep Blue Sea
  • Why Be Securin' AI Systems So Blasted Hard? An Economics Perspective, Me Hearties!
  • Tis a Sign, Me Mateys
  • Here Be the Most Crucial AI Law Ye've Nary Heard Tell Of!
  • Lies, Accursed Lies, and Explanations!
  • No Free Grub
  • Whatcha measure be whatcha get!
  • Who Be Reapin' the Benefits?
  • Cargo Cult Science.
  • Chapter 7 The Big One
  • This Looks Futuristic
  • By All Means, Move at a Glacial Pace
  • You Know How That Thrills Me
  • Waiting for the Big One
  • Software, All the Way Down
  • The Aftermath
  • Race to AI Safety
  • Happy Story
  • In Medias Res
  • Appendix A Big-Picture Questions
  • Acknowledgments
  • Index
  • EULA.

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