responsibledecisionmaking.github.io - Home | Responsible Decision Making in Dynamic Environments - ICML 2022 Workshop

Description: Workshop to discuss the current challenges and possible solutions of responsible sequential decision making.

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Home Schedule Papers Organizers Submit Responsible Decision Making in Dynamic Environments Workshop at ICML 2022 Date: July 23, 2022 Venue: Ballroom I, Baltimore Convention Center Livestream: https://icml.cc/virtual/2022/workshop/13453 Algorithmic decision-making systems are increasingly used in sensitive applications such as advertising, resume reviewing, employment, credit lending, policing, criminal justice, and beyond. The long-term promise of these approaches is to automate, augment and/or eventually i

Most of the literature on building socially responsible algorithmic decision-making systems focus on a static scenario where algorithmic decisions do not change the data distribution. However, real-world applications involve nonstationarities and feedback loops that must be taken into account to measure and mitigate fairness in the long-term. These feedback loops involve the learning process which may be biased because of insufficient exploration, or changes in the environment’s dynamics due to strategic re

The purpose of this workshop is to bring together researchers from both industry and academia working on the full spectrum of responsible decision-making in dynamic environments, from theory to practice. In particular, we encourage submissions on the following topics:

Links to responsibledecisionmaking.github.io (5)

andrewilyas.com Andrew Ilyas
sdean.website Sarah Dean
teopir.github.io Matteo Pirotta
shcen.github.io Sarah H. Cen
virginie-do.github.io Virginie Do | Research Webpage