June 21, 2022 – June 24, 2022

Microsoft at FAccT 2022

Korea Standard Time (UTC +9)

Location: Hybrid | Seoul, South Korea

All times are in KST (UTC +9)

04:30 – 08:00 Workshop

CRAFT: Designing Data in Data Science

Michael Muller, Lora Aroyo, Melanie Feinberg, Helena Mentis, Samir Passi, Shion Guha, Heloisa Candello
23:30 – 00:30 Talk session

Responsible Data Management
Related Publications
- Caring for Datasets: A Framework for Deprecating Datasets and Responsible Data Stewardship
  
  Sasha Luccioni, Frances Corry, Hamsini Sridharan, Mike Ananny, Jason Schultz, Kate Crawford

11:00 – 12:00 Tutorial In person & Online

What Is a Proxy and Why Is It a Problem?

Margarita Boyarskaya, Solon Barocas, Hanna Wallach
13:00 – 14:00 Talk session

Human Factors: Bias and Agency
Related Publications
- Trucks Don’t Mean Trump: Diagnosing Human Error in Image Analysis
  
  J.D. Zamfirescu-Pereira, Jerry Chen, Emily Wen, Allison Koenecke, Nikhil Garg, Emma Pierson
14:00 – 15:30 Talk session

AI Case Studies
14:30 – 15:30 Talk session

Fairness Criteria and Tools
Related Publications
- On the Power of Randomization in Fair Classification and Representation
  
  Sushant Agarwal, Amit Deshpande
22:00 – 23:00 Talk session

Adversarial Techniques
Related Publications
- Promoting Fairness in Learned Models by Learning to Active Learn under Parity Constraints
  
  Amr Sharaf, Hal Daumé III, Renkun Ni

01:00 – 02:00 Talk session

Aspirations and Limitations for Ethical AI
Related Publications
- REAL ML: Recognizing, Exploring, and Articulating Limitations of Machine Learning Research
  
  Jessie J. Smith, Saleema Amershi, Solon Barocas, Hanna Wallach, Jennifer Wortman Vaughan
13:00 – 14:00 Talk session

Health and Sustainability
Related Publications
- Measuring the Carbon Intensity of AI in Cloud Instances
  
  Remi Tachet des Combes, Erika Odmark, Will Buchanan
13:00 – 14:00 Talk session

Health and Sustainability
Related Publications
- Who Goes First? Influences of Human-AI Workflow on Decision Making in Clinical Imaging
  
  Riccardo Fogliato, Shreya Chappidi, Matthew Lungren, Michael Fitzke, Mark Parkinson, Diane Wilson, Paul Fisher, Eric Horvitz, Kori Inkpen, Besmira Nushi
13:00 – 14:00 Talk session

Trust and Explainability
Related Publications
- Designing for Responsible Trust in AI Systems: A Communication Perspective
  
  Q. Vera Liao, S. Shyam Sundar
13:00 – 14:00 Talk session

Understanding and Operationalising Limitations of ML
15:45 – 16:45 Talk session

Bias in Image and Language Processing
17:00 – 18:00 Talk session

Challenges in Algorithmic Governance
Related Publications
- Learning To Limit Data Collection Via Scaling Laws: Data Minimization Compliance In Practice
  
  Samira Shabanian, Divya Shanmugam, Fernando Diaz, Michèle Finck, Asia Biega

06:30 – 08:00 Tutorial Online

Model Monitoring in Practice: Lessons Learned and Open Challenges

Krishnaram Kenthapadi, Hima Lakkaraju, Pradeep Natarajan, Mehrnoosh Sameki
09:30 – 10:30 Keynote

Algorithmic Governance of the Public Sphere

Meredith Clark, Tarleton Gillespie, Daphne Keller, Jon Kleinberg

Tuesday, June 21, 2022