94844 Generative AI Lab Reading List

Transformer Model Concepts and Architecture

Architecture Components

Embeddings and Knowledge Representation

Encoders and Decoders

Attention Masks

Modalities

Text Generation Models

Image Generation and Vision Models

Audio, Speech and Music Generation Models

Prompt Engineering

• Prompting Considered Harmful

Retrieval Augmented Generation (RAG)

LLM Tools & 'Agentic' AI

LLM Evaluation

Standard Practices

Benchmarks & Metrics

Challenges for LLM Evaluation

LLM Computational Social Science Methods

AI Safety & Security

AI Threats, Risks and Harms

• Google's AI Risk Taxonomy
• Adversarial Misuse of Generative AI

AI Threat Reports & Tools

• GTIG AI Threat Tracker: Advances in Threat Actor Usage of AI Tools

AI Risk and Harm Taxonomies

• NIST AI Risk Management Framework

AI Safety & Security Methods

AI Red Teaming:

Guardrails:

Other Techniques & Limitations:

• Machine Unlearning Doesn’t Do What You Think: Lessons for Generative AI Policy and Research

Bug Bounty Programs

• Google Bug Hunters
  • Qualitfying AI Vulnerabilities
  • AI Vulnerability Reward Program Rules

AI Economics & the Labor Market

Computational and Infrastructure Utilization

Methods for Estimating C & I Costs

Labor Market Impacts & Workforce Concerns

• Concerns beyond the accuracy of AI output

AI Policy

LLM Tutorials

LLM APIs