ACM FAccT Conference Talks & Presentations

Association for Computing Machinery (ACM)

Probing ML Models for Fairness with the What-if Tool and SHAP

Explore ML model fairness using What-if Tool and SHAP. Learn to analyze and visualize model behavior, detect biases, and understand feature importance for responsible AI development.

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

Association for Computing Machinery (ACM)

Explainable AI in Industry - Practical Challenges and Lessons Learned

Explore practical challenges and industry insights on implementing explainable AI, featuring expert perspectives from leading tech companies and researchers.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Implications Tutorial - Reasoning About Subtle Biases in Data

Explore subtle biases in data-driven decision support tools, their impact on reliability, and strategies to address dataset shifts for improved generalization and robustness in real-world applications.

• YouTube
• 1 hour 39 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Challenges of Incorporating Algorithmic Fairness into Industry Practice

Explore challenges in implementing algorithmic fairness in industry, covering stakeholder involvement, data gathering, resourcing, and prioritizing tradeoffs. Gain insights into practical approaches and potential pitfalls.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Parole Denied - One Man's Fight Against a COMPAS Risk Assessment

Exploring the impact of COMPAS risk assessment in prisons, focusing on Question 19's influence on parole decisions and the challenges faced by inmates in addressing algorithmic bias.

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

Association for Computing Machinery (ACM)

Explainability

Explore cutting-edge research on explainable AI, including actionable recourse, model reconstruction, diverse explanations, and human-AI comparisons in deception detection.

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

Association for Computing Machinery (ACM)

21 Definitions of Fairness and Their Politics

Explore 21 mathematical definitions of fairness in machine learning, their embedded values, and implications for ethics and policy. Gain insights into the complexities of algorithmic fairness and its connection to theories of justice.

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

Association for Computing Machinery (ACM)

What Is Discrimination, When Is It Wrong and Why?

Exploration of discrimination's definition, permissibility, and ethical implications. Surveys scholarly perspectives on discrimination law's purpose and debates surrounding various approaches to identifying wrongful discrimination.

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

Association for Computing Machinery (ACM)

On the Dangers of Stochastic Parrots - Can Language Models Be Too Big?

Explore the risks and ethical concerns of large language models, including data management, research implications, and potential mitigation strategies for AI development.

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

Association for Computing Machinery (ACM)

The Meaning and Measurement of Bias - Lessons from NLP

Explore the complexities of bias in NLP, covering measurement processes, construct validity, and fairness evaluation. Gain insights into representational harms and practical examples in word embeddings.

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

Association for Computing Machinery (ACM)

Beyond Algorithmic Scapegoating - Fostering Cultures of Algorithmic Responsibility Through Administrative Law and Design

1 review

Explore algorithmic responsibility in administrative law and design, addressing challenges, interventions, and strategies for fostering public participation in technology governance.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

On the Moral Justification of Statistical Parity

1 review

Explore the ethical implications of statistical parity in algorithmic decision-making, examining its moral justification and impact on fairness in AI systems.

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

Association for Computing Machinery (ACM)

Towards Intersectional Feminist and Participatory ML - A Case Study in Supporting Feminicide Counterdata Collection

1 review

Explore intersectional feminist approaches to machine learning through a case study on feminicide data collection, addressing biases and promoting participatory methods.

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

Association for Computing Machinery (ACM)

Speech and Emotion Recognition

1 review

Explore cutting-edge research in speech and emotion recognition technologies, examining innovative approaches and their potential applications in human-computer interaction.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Productivity Monitoring, Surveillance, Automation, and Big Tech Harms

Explore how truck drivers combat technological surveillance, automation, and industry challenges. Learn about empowering female drivers and addressing Big Tech's impact on the trucking sector.

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