Association for Computing Machinery (ACM) Courses

Avoiding Disparity Amplification under Different Worldviews

Explore strategies to prevent amplification of disparities in machine learning systems while considering diverse worldviews, with a focus on fairness and utility in decision-making processes.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

The Sanction of Authority - Promoting Public Trust in AI

Explore strategies for building public trust in AI through institutional authority, documentation practices, and ethical considerations in this insightful conference presentation.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk

Standardized Tests and Affirmative Action - The Role of Bias and Variance

Explore the impact of bias and variance in standardized tests on affirmative action policies, examining their role in shaping educational opportunities and social equity.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

Mitigating Bias in Set Selection with Noisy Protected Attributes

Explore techniques for fair subset selection in machine learning when protected attributes are noisy or missing, addressing bias mitigation challenges in real-world applications.

• YouTube
• 16 minutes
• On-Demand
• Conference Talk

Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies

Explore a framework for empowering the public's relationship with tech companies through data leverage, examining concepts like data levers, laundering, and conscious contribution.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Leveraging Administrative Data for Bias Audits - Assessing Disparate Coverage with Mobility Data for COVID-19 Policy

Explore how administrative data can be used to audit bias in mobility data for COVID-19 policies, addressing disparate coverage and its implications for decision-making.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness

Explore how group size affects solidarity and actuarial fairness in insurance, challenging traditional notions and revealing complex implications for policy and social justice.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

Can You Fake It Until You Make It? - Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness

Explore the effects of differentially private synthetic data on classification fairness, examining its potential and limitations in machine learning applications.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

Towards Fair Deep Anomaly Detection

Explore fair deep anomaly detection techniques, addressing bias in machine learning algorithms through adversarial learning and minimizing adversarial loss, with experimental results and practical applications.

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

The Effect of Differential Victim Crime Reporting on Predictive Policing Systems

Explore how differential victim crime reporting impacts predictive policing systems, analyzing models, synthetic data, and hotspot prediction to improve fairness in law enforcement.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk

Provably Beneficial Artificial Intelligence

Stuart Russell explores the concept of provably beneficial AI, addressing potential risks and proposing solutions for developing AI systems that are demonstrably advantageous to humanity.

• YouTube
• 1 hour 49 minutes
• On-Demand
• Conference Talk

Building Dusty Robotics

Explore the future of construction with robotics and automation, focusing on efficiency, safety, and cost reduction. Learn about Dusty Robotics' journey and vision for transforming the industry.

• YouTube
• 51 minutes
• On-Demand
• Conference Talk

More Human HCI

Exploring tech's impact on society, this keynote addresses tech harm, inclusivity, and the role of HCI in creating more human-centered technology for greater harmony and equity.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Conference Talk

Ultrasound-Driven Curveball in Table Tennis - Human Activity Support via Noncontact Remote Object Manipulation

Innovative ultrasound system curves ping-pong ball trajectories, enhancing player performance and creating new possibilities for human-technology interaction in sports.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Human-Centered AI for Sustainability - Case Social Robots

Explore human-centered AI for sustainability, focusing on social robots. Learn about interdisciplinary design methodologies and practical applications in various societal contexts.

• YouTube
• 42 minutes
• On-Demand
• Conference Talk