Learning and Decision-Making with
Strategic Feedback


StratML workshop @ NeurIPS'21

Tuesday, December 14, 2021

Virtual workshop website: https://nips.cc/virtual/2021/workshop/21854



Workshop Summary

The workshop aims to create a dialogue between different communities broadly studying the dynamics of decision-making and learning with strategic feedback. Technical topics of interest include, but are not limited to, learning in games and economics, optimization in dynamic environments, strategic classification and performativity, behavioral economics, and social welfare in strategic environments. The goal is to identify common points of interest and open problems in the different subareas, as well as to encourage cross-disciplinary collaboration.

Call for Papers



Speakers

Francesca Parise
(Cornell University )

Lillian Ratliff
(U. of Washington )

Nir Rosenfeld
(Technion)

Moritz Hardt
(UC Berkeley)

Navin Kartik
(Columbia University)

Yang Liu
(UC Santa Cruz)

Cristobal Cheyre
(Cornell University)

Jon Kleinberg
(Cornell University)

Steven Wu
(CMU)


Schedule

The workshop will take place virtually on Tuesday, December 14.

(see NeurIPS virtual site for all details)

Times are Eastern Time (ET)

10:00 am Welcome and opening remarks

10:10 am Invited talks

11:30 am Panel 1: Optimization in games vs optimization in social settings

12:00 pm Contributed talks

12:40 pm Break and Poster session

1:45 pm Invited talks

3:10 pm Panel 2: Strategic classification and modeling of agent behavior

3:40 pm Invited talks

5:00 pm Panel 3: Social implications of strategic behavior

5:30 pm Closing remarks

- Social


Invited Talks

  • Analysis and Interventions in large networks: graphon games and graphon contagion (Francesca Parise)

  • Closing the loop in Machine Learning: Learning to optimize with decision dependent data (Lillian Ratliff)

  • Strategic Classification and the Quest for the Holy Grail (Nir Rosenfeld)

  • Microfoundations of Algorithmic decisions (Moritz Hardt)

  • Improving Information from Manipulable Data (Navin Kartik)

  • Revisiting Dynamics in Strategic ML (Yang Liu)

  • Online intermediation in legacy industries: The effect of reservation platforms on restaurants’ prices and survival (Cristobal Cheyre)

  • Algorithmic Monoculture and Social Welfare (Jon Kleinberg)

  • Leveraging strategic interactions for causal discovery (Steven Wu)


Panel 1

Optimization in games vs optimization in social settings

Francesca Parise
Lillian Ratliff
Nir Rosenfeld

Moderators: Eric Mazumdar & Tijana Zrnic

Panel 2

Strategic classification and modeling of agent behavior

Moritz Hardt
Navin Kartik
Yang Liu

Moderators: Yahav Bechavod & Celestine Mendler-Dünner

Panel 3

Social implications of strategic behavior
test

Cristobal Cheyre
Jon Kleinberg
Steven Wu

Moderator: Hoda Heidari


Organizers

Yahav Bechavod

Hoda Heidari

Eric Mazumdar

Celestine
Mendler-Dünner

Tijana Zrnic

Senior Advisor

Aaron Roth