Ben Fish

Most recently I was an Assistant Professor in Computer Science and Engineering at the University of Michigan. My research is in developing methods for understanding and incorporating human values into AI by making the social world visible to AI. I was also previously at Mila and Microsoft Research, and completed my PhD at the University of Illinois at Chicago.

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selected papers (all papers)

RelAItionship Building: Analyzing Recruitment Strategies for Participatory AI (arXiv)
Gena Eugene Kim, Vaibhav Balloli, Berelian Karimian, Elizabeth Bondi-Kelly, and Benjamin Fish
To appear at AIES 2025

Equal Merit Does Not Imply Equality: Discrimination at Equilibrium in a Hiring market with Symmetric Agents (arXiv)
Serafina Kamp and Benjamin Fish
AAAI 2025

On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks (open review)
Donald Loveland, Jiong Zhu, Mark Heimann, Benjamin Fish, Michael T Schaub, and Danai Koutra
LoG 2023

It’s Not Fairness, and It’s Not Fair: The Failure of Distributional Equality and the Promise of Relational Equality in Complete-Information Hiring Games (arXiv)
Benjamin Fish and Luke Stark
EAAMO 2022

Gaps in Information Access in Social Networks (pdf)
Benjamin Fish, Ashkan Bashardoust, danah boyd, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasubramanian
WWW 2019

preprints

Last-Iterate Convergence of No-Regret Learning for Equilibria in Bargaining Games (preprint)
Serafina Kamp, Reese Liebman, and Benjamin Fish
Manuscript

Centralization vs Decentralization in Hiring and Admissions (preprint)
Benjamin Fish, Diptangshu Sen, and Juba Ziani
Manuscript

teaching

Instructor, EECS 498/598: Foundations of Fairness in Machine Learning (Fall 2024)
Instructor, EECS 298: Introduction to the Social Consequences of Computing (Winter 2023, Winter 2024, Winter 2025)
Instructor, EECS 376: Foundations of Computer Science (Fall 2023)
Instructor, EECS 492: Introduction to Artificial Intelligence (Fall 2021, Fall 2022)
Instructor, EECS 598: Social Consequences of Computing (Winter 2022)

phd students

Serafina Kamp, Ph.D. in progress

Eugene Kim, Ph.D. in progress