Skip to main content

2024 | OriginalPaper | Buchkapitel

Emotionally Engaged Neurosymbolic AI for Usable Password Generation

verfasst von : Sumitra Biswal

Erschienen in: Advances in Data-Driven Computing and Intelligent Systems

Verlag: Springer Nature Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Password-based authentication remains essential despite the advent of Multi-factor Authentication (MFA). A significant challenge is encouraging users to create strong, memorable passwords, as weak or reused passwords pose considerable security risks. This research introduces the Emotionally Engaged Neurosymbolic AI (EENAI) system, a novel approach for generating usable passwords. It combines neurosymbolic AI and emotional engagement, utilizing valence and arousal in emotionally engaged scenarios. Neurosymbolic AI combines neural network learning with classical AI's symbolic reasoning, ideal for generating context-aware passwords. By integrating valence and arousal, EENAI generates secure, memorable passwords. This paper details EENAI principles, experimental procedures, and observations. Results suggest that EENAI-generated passwords balance security, memorability, and usability, potentially revolutionizing password creation practices. The passwords are further evaluated using a standard password strength estimation tool, yielding promising results. The paper concludes with an EENAI impact assessment and future work recommendations.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
3.
Zurück zum Zitat Khan L, Coopamootoo KPL, Ng M (2020) Not annoying the user for better password choice: effect of incidental anger emotion on password choice. In: Moallem A (eds) HCI for Cybersecurity, privacy and trust. HCII 2020. Lecture Notes in Computer Science(), vol 12210. Springer, pp 143–161 Khan L, Coopamootoo KPL, Ng M (2020) Not annoying the user for better password choice: effect of incidental anger emotion on password choice. In: Moallem A (eds) HCI for Cybersecurity, privacy and trust. HCII 2020. Lecture Notes in Computer Science(), vol 12210. Springer, pp 143–161
4.
Zurück zum Zitat Coopamootoo KPL (2020) Empathy as a response to frustration in password choice. In: Berhard M et al (2020) Financial cryptography and data security. FC 2020. Lecture Notes in Computer Science, vol 12063. Springer, pp 177–191 Coopamootoo KPL (2020) Empathy as a response to frustration in password choice. In: Berhard M et al (2020) Financial cryptography and data security. FC 2020. Lecture Notes in Computer Science, vol 12063. Springer, pp 177–191
5.
Zurück zum Zitat Blocki J, Blum M, Datta A (2013) Naturally rehearsing passwords. In: Sako K, Sarkar P (eds) Advances in cryptology—ASIACRYPT 2013. ASIACRYPT 2013. Lecture Notes in Computer Science, vol 8270. Springer, Berlin, Heidelberg, pp 361–380 Blocki J, Blum M, Datta A (2013) Naturally rehearsing passwords. In: Sako K, Sarkar P (eds) Advances in cryptology—ASIACRYPT 2013. ASIACRYPT 2013. Lecture Notes in Computer Science, vol 8270. Springer, Berlin, Heidelberg, pp 361–380
6.
Zurück zum Zitat Blocki J, Komanduri S, Cranor L, Datta A (2014) Spaced repetition and mnemonics enable recall of multiple strong passwords. arXiv preprint arXiv:1410.1490 [cs.CR] Blocki J, Komanduri S, Cranor L, Datta A (2014) Spaced repetition and mnemonics enable recall of multiple strong passwords. arXiv preprint arXiv:​1410.​1490 [cs.CR]
7.
Zurück zum Zitat Custodio J, Justel N (2023) Stress and Novelty: two interventions to modulate emotional memory in adolescents. J Cogn Enhanc 7:39–50CrossRef Custodio J, Justel N (2023) Stress and Novelty: two interventions to modulate emotional memory in adolescents. J Cogn Enhanc 7:39–50CrossRef
8.
Zurück zum Zitat Hou TY, Cai WP (2022) What emotion dimensions can affect working memory performance in healthy adults? A review. World J Clin Cases. 10(2):401–411CrossRef Hou TY, Cai WP (2022) What emotion dimensions can affect working memory performance in healthy adults? A review. World J Clin Cases. 10(2):401–411CrossRef
9.
Zurück zum Zitat Di Nocera F, Tempestini G (2022) Getting rid of the usability/security trade-off: a behavioral approach. J Cybersecur Privacy 2(2):245–256CrossRef Di Nocera F, Tempestini G (2022) Getting rid of the usability/security trade-off: a behavioral approach. J Cybersecur Privacy 2(2):245–256CrossRef
10.
Zurück zum Zitat Bhana B, Flowerday SV (2022) Usability of the login authentication process: passphrases and passwords. Inf Comput Secur 30(2):280–305CrossRef Bhana B, Flowerday SV (2022) Usability of the login authentication process: passphrases and passwords. Inf Comput Secur 30(2):280–305CrossRef
11.
Zurück zum Zitat Rodriguez JJ, Zibran MF, Eishita FZ (2022) Finding the middle ground: measuring passwords for security and memorability. In: IEEE/ACIS 20th international conference on software engineering research, management and applications (SERA). IEEE, Las Vegas, NV, USA, pp 77–82 Rodriguez JJ, Zibran MF, Eishita FZ (2022) Finding the middle ground: measuring passwords for security and memorability. In: IEEE/ACIS 20th international conference on software engineering research, management and applications (SERA). IEEE, Las Vegas, NV, USA, pp 77–82
12.
Zurück zum Zitat Wang L, Li Y, Sun K (2016) Amnesia: a bilateral generative password manager. In: IEEE 36th international conference on distributed computing systems (ICDCS). IEEE, Nara, Japan, pp 313–322 Wang L, Li Y, Sun K (2016) Amnesia: a bilateral generative password manager. In: IEEE 36th international conference on distributed computing systems (ICDCS). IEEE, Nara, Japan, pp 313–322
13.
Zurück zum Zitat Andriotis P, Kirby M, Takasu A (2023) Bu-Dash: a universal and dynamic graphical password scheme (extended version). Int J Inf Secur 22:381–401CrossRef Andriotis P, Kirby M, Takasu A (2023) Bu-Dash: a universal and dynamic graphical password scheme (extended version). Int J Inf Secur 22:381–401CrossRef
14.
Zurück zum Zitat Segreti SM, Melicher W, Komanduri S, Melicher D, Shay R, Ur B et al (2017) Diversify to survive: making passwords stronger with adaptive policies. In: Proceedings of the thirteenth USENIX conference on usable privacy and security (SOUPS 2017), USENIX Association, USA, pp 1–12 Segreti SM, Melicher W, Komanduri S, Melicher D, Shay R, Ur B et al (2017) Diversify to survive: making passwords stronger with adaptive policies. In: Proceedings of the thirteenth USENIX conference on usable privacy and security (SOUPS 2017), USENIX Association, USA, pp 1–12
15.
Zurück zum Zitat Habib H, Naeini PE, Devlin S, Oates M, Swoopes C, Bauer L et al (2018) User behaviors and attitudes under password expiration policies. In: Proceedings of the fourteenth USENIX conference on usable privacy and security (SOUPS 2018), USENIX Association, USA, pp 13–30 Habib H, Naeini PE, Devlin S, Oates M, Swoopes C, Bauer L et al (2018) User behaviors and attitudes under password expiration policies. In: Proceedings of the fourteenth USENIX conference on usable privacy and security (SOUPS 2018), USENIX Association, USA, pp 13–30
16.
Zurück zum Zitat Davis DK, Chowdhury MM, Rifat N (2022) Password security: what are we doing wrong? In: 2022 IEEE international conference on electro information technology (eIT), Mankato, MN, USA, pp 562–567 Davis DK, Chowdhury MM, Rifat N (2022) Password security: what are we doing wrong? In: 2022 IEEE international conference on electro information technology (eIT), Mankato, MN, USA, pp 562–567
Metadaten
Titel
Emotionally Engaged Neurosymbolic AI for Usable Password Generation
verfasst von
Sumitra Biswal
Copyright-Jahr
2024
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-9521-9_20