Association for Computing Machinery (ACM) Courses

Challenging the Validity of Personality Tests for Large Language Models

Explore the limitations and validity concerns of applying personality assessments to large language models in AI systems research.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Be Intentional About Fairness - Fairness, Size, and Multiplicity in the Rashomon Set

Explore how fairness considerations intersect with model multiplicity in machine learning's Rashomon set, examining size relationships and algorithmic equity implications.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Labeling in Their Shoes - Improving Text Annotation with Cognitive Empathy Priming

Discover how cognitive empathy priming enhances text annotation quality and reduces bias in AI training data through innovative labeling techniques.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Fair Decisions through Plurality Results from a Crowdfunding Platform

Explore how crowdfunding platforms can achieve fair decision-making through plurality voting mechanisms and resource allocation strategies.

• YouTube
• 15 minutes
• On-Demand
• Free Video

The Feedback Loop of Statistical Discrimination

Explore how statistical discrimination creates self-reinforcing cycles in algorithmic decision-making and resource allocation systems.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Prediction, Performativity, and Potential Outcomes - Communicative Rationality in Prediction-Allocation Problems

Explore how predictions influence outcomes in AI decision-making systems and the complex relationship between forecasting and resource allocation in human-AI collaboration.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Africa Health Check - Probing Cultural Bias in Medical LLMs

Explore how cultural bias affects medical AI systems through research examining healthcare disparities in African contexts and LLM performance evaluation.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Language Models Generate Widespread Intersectional Biases in Narratives of Learning, Labor, and Love

Uncover how language models perpetuate intersectional biases across education, work, and relationships through systematic narrative analysis.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Realizing the Promises of Algorithmic Recourse through Reliability, Accessibility, and Fairness Principles

Discover how RAF principles (Reliability, Accessibility, Fairness) can transform algorithmic recourse systems to deliver meaningful outcomes for affected individuals.

• YouTube
• 14 minutes
• On-Demand
• Free Video

Epistemic vs Counterfactual Fairness in Allocation of Resources

Explore two distinct fairness concepts in resource allocation: epistemic fairness based on available information and counterfactual fairness considering hypothetical scenarios.

• YouTube
• 14 minutes
• On-Demand
• Free Video

FairWAG - Fairness-aware Weighted Aggregation for Graph Learning in a Federated Setting

Discover FairWAG, a novel approach combining fairness-aware weighted aggregation with graph learning in federated environments for equitable machine learning outcomes.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Discretion in the Loop - Human Expertise in Algorithm-Assisted College Advising

Explore how human expertise enhances algorithm-assisted college advising through strategic discretion and collaborative decision-making frameworks.

• YouTube
• 15 minutes
• On-Demand
• Free Video

The Backfiring Effect of Weak AI Safety Regulation

Explore how inadequate AI safety regulations can paradoxically worsen risks and undermine public protection in this policy analysis.

• YouTube
• 14 minutes
• On-Demand
• Free Video

AI Self-Preferencing in Algorithmic Hiring - Empirical Evidence and Insights

Explore how AI systems exhibit self-preferencing behaviors in hiring algorithms through empirical research and data-driven insights from ACM experts.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Translating Interview Speak - What Your Interviewer Really Wants to Know

Decode interview questions and understand what employers truly seek to improve your job interview performance and reduce stress.

• YouTube
• 1 hour
• On-Demand
• Free Video