Educational Resources

Links to articles, papers, books, etc. that contain useful educational materials relevant to the project.

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Articles

Publication	Author	Date	Title and Link
PDF	Sandy Dunn	14-July-23	AI Threat Mind Map
Medium	Ken Huang	11-Jun-23	LLM-Powered Applications’ Architecture Patterns and Security Controls
Medium	Avinash Sinha	02-Feb-23	AI-ChatGPT-Decision Making Ability- An Over Friendly Conversation with ChatGPT
Medium	Avinash Sinha	06-Feb-23	AI-ChatGPT-Decision Making Ability- Hacking the Psychology of ChatGPT- ChatGPT Vs Siri
Wired	Matt Burgess	13-Apr-23	The Hacking of ChatGPT Is Just Getting Started
The Math Company	Arjun Menon	23-Jan-23	Data Poisoning and Its Impact on the AI Ecosystem
IEEE Spectrum	Payal Dhar	24-Mar-23	Protecting AI Models from “Data Poisoning”
AMB Crypto	Suzuki Shillsalot	30-Apr-23	Here’s how anyone can Jailbreak ChatGPT with these top 4 methods
Techopedia	Kaushik Pal	22-Apr-23	What is Jailbreaking in AI models like ChatGPT?
The Register	Thomas Claburn	26-Apr-23	How prompt injection attacks hijack today's top-end AI – and it's tough to fix
Itemis	Rafael Tappe Maestro	14-Feb-23	The Rise of Large Language Models ~ Part 2: Model Attacks, Exploits, and Vulnerabilities
Hidden Layer	Eoin Wickens, Marta Janus	23-Mar-23	The Dark Side of Large Language Models: Part 1
Hidden Layer	Eoin Wickens, Marta Janus	24-Mar-23	The Dark Side of Large Language Models: Part 2
Embrace the Red	Wunderwuzzi	29-Mar-23	AI Injections: Direct and Indirect Prompt Injections and Their Implications
Embrace the Red	Wunderwuzzi	15-Apr-23	Don't blindly trust LLM responses. Threats to chatbots
MufeedDVH	Mufeed	9-Dec-22	Security in the age of LLMs
danielmiessler.com	Daniel Miessler	15-May-23	The AI Attack Surface Map v1.0
Dark Reading	Gary McGraw	20-Apr-23	Expert Insight: Dangers of Using Large Language Models Before They Are Baked
Honeycomb.io	Phillip Carter	25-May-23	All the Hard Stuff Nobody Talks About when Building Products with LLMs
Wired	Matt Burgess	25-May-23	The Security Hole at the Heart of ChatGPT and Bing
BizPacReview	Terresa Monroe-Hamilton	30-May-23	‘I was unaware’: NY attorney faces sanctions after using ChatGPT to write brief filled with ‘bogus’ citations
Washington Post	Pranshu Verma	18-May-23	A professor accused his class of using ChatGPT, putting diplomas in jeopardy
Kudelski Security Research	Nathan Hamiel	25-May-23	Reducing The Impact of Prompt Injection Attacks Through Design
AI Village	GTKlondike	7-June-23	Threat Modeling LLM Applications
Embrace the Red	Wunderwuzzi	28-Mar-23	ChatGPT Plugin Exploit Explained
NVIDIA Developer	Will Pearce, Joseph Lucas	14-Jun-23	NVIDIA AI Red Team: An Introduction

Official Guidance and Regulations

Institution	Date	Title and Link
NIST	8-March-2023	White Paper NIST AI 100-2e2023 (Draft)
UK Information Commisioner's Office (ICO)	3-April-2023	Generative AI: eight questions that developers and users need to ask
UK National Cyber Security Centre (NCSC)	2-June-2023	ChatGPT and large language models: what's the risk?
UK National Cyber Security Centre (NCSC)	31 August 2022	Principles for the security of machine learning
European Parliament	31 August 2022	EU AI Act: first regulation on artificial intelligence

Research Papers

Publication	Author	Date	Title and Link
Arxiv	Samuel Gehman, et al	24-Sep-20	REALTOXICITYPROMPTS: Evaluating Neural Toxic Degeneration in Language Models
Arxiv	Fabio Perez, Ian Ribeiro	17-Nov-22	Ignore Previous Prompt: Attack Techniques For Language Models
Arxiv	Nicholas Carlini, et al	14-Dec-20	Extracting Training Data from Large Language Models
NCC Group	Chris Anley	06-Jul-22	Practical Attacks on Machine Learning Systems
NCC Group	Jose Selvi	5-Dec-22	Exploring Prompt Injection Attacks
Arxiv	Varshini Subhash	22-Feb-2023	Can Large Language Models Change User Preference Adversarially?
?	Jing Yang et al	23 May 2023	A Systematic Literature Review of Information Security in Chatbots
Arxiv	Isaac et al	18 April 2023	AI Product Security: A Primer for Developers
OpenAI	OpenAI	15-Mar-23	GPT-4 Technical Report
Arxiv	Kai Greshake, et al	05-May-23	Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection
Arxiv	Alexander Wan, et al	01-May-23	Poisoning Language Models During Instruction Tuning
Arxiv	Leon Derczynski, et al	31-Mar-23	Assessing Language Model Deployment with Risk Cards

White Papers

Publication	Author	Date	Title and Link
Deloitte	Deloitte AI Institute	13-Mar-23	A new frontier in artificial intelligence - Implications of Generative AI for businesses
Team8	Team8 CISO Village	18-Apr-23	Generative AI and ChatGPT Enterprise Risks
Trail of Bits	Heidy Khlaaf	7-Mar-23	Toward Comprehensive Risk Assessments and Assurance of AI-Based Systems
Security Implications of ChatGPT	Cloud Security Alliance (CSA)	23-Apr-2023	Security Implications of ChatGPT

Videos

Service	Channel	Date	Title and Link

| YouTube | RALFKAIROS | 05-Feb-23 | ChatGPT for Attack and Defense- AI Risks: Privacy, IP, Phishing, Ransomware-By Avinash Sinha | | YouTube | AI Explained | 25-Mar-23 | 'Governing Superintelligence' - Synthetic Pathogens, The Tree of Thoughts Paper and Self-Awareness | | YouTube | LiveOverflow | 14-Apr-23 | 'Attacking LLM - Prompt Injection' | | YouTube | LiveOverflow | 27-Apr-23 | 'Accidental LLM Backdoor - Prompt Tricks' | | YouTube | LiveOverflow | 11-May-23 | 'Defending LLM - Prompt Injection' | | YouTube | Cloud Security Podcast | 30-May-23 | 'CAN LLMs BE ATTACKED!' | | YouTube | API Days | 28-Jun-23 | Language AI Security at the API level: Avoiding Hacks, Injections and Breaches |

Live Presentations

Service	Channel	Date	Title and Link
YouTube	API Days	28-Jun-23	Securing LLM and NLP APIs: A Journey to Avoiding Data breaches, Attacks and More

Companion Projects

• OWASP AI Security and Privacy Guide