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31 Program Highlights »
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Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #72
Assessing Disparate Impact of Personalized Interventions: Identifiability and Bounds
Nathan Kallus · Angela Zhou
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #73
Assessing Social and Intersectional Biases in Contextualized Word Representations
Yi Chern Tan · L. Elisa Celis
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #74
Balancing Efficiency and Fairness in On-Demand Ridesourcing
Nixie S Lesmana · Xuan Zhang · Xiaohui Bei
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #75
Characterizing Bias in Classifiers using Generative Models
Daniel McDuff · Shuang Ma · Yale Song · Ashish Kapoor
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #76
Demystifying Black-box Models with Symbolic Metamodels
Ahmed Alaa · Mihaela van der Schaar
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #77
Envy-Free Classification
Maria-Florina Balcan · Travis Dick · Ritesh Noothigattu · Ariel Procaccia
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #78
Fair Algorithms for Clustering
Suman Bera · Deeparnab Chakrabarty · Nicolas Flores · Maryam Negahbani
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #79
Modeling Conceptual Understanding in Image Reference Games
Rodolfo Corona Rodriguez · Stephan Alaniz · Zeynep Akata
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #80
Multi-Criteria Dimensionality Reduction with Applications to Fairness
Uthaipon Tantipongpipat · Samira Samadi · Mohit Singh · Jamie Morgenstern · Santosh Vempala
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #81
Noise-tolerant fair classification
Alex Lamy · Ziyuan Zhong · Aditya Menon · Nakul Verma
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #82
On the Accuracy of Influence Functions for Measuring Group Effects
Pang Wei Koh · Kai-Siang Ang · Hubert Teo · Percy Liang
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #83
Paradoxes in Fair Machine Learning
Paul Goelz · Anson Kahng · Ariel Procaccia
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #84
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness
Yongkai Wu · Lu Zhang · Xintao Wu · Hanghang Tong
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #85
This Looks Like That: Deep Learning for Interpretable Image Recognition
Chaofan Chen · Oscar Li · Daniel Tao · Alina Barnett · Cynthia Rudin · Jonathan K Su
Poster
Thu Dec 12th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #86
Towards Automatic Concept-based Explanations
Amirata Ghorbani · James Wexler · James Zou · Been Kim
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #104
Ask not what AI can do, but what AI should do: Towards a framework of task delegability
Brian Lubars · Chenhao Tan
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #105
Attribution-Based Confidence Metric For Deep Neural Networks
Susmit Jha · Sunny Raj · Steven Fernandes · Sumit K Jha · Somesh Jha · Brian Jalaian · Gunjan Verma · Ananthram Swami
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #106
Average Individual Fairness: Algorithms, Generalization and Experiments
Saeed Sharifi-Malvajerdi · Michael Kearns · Aaron Roth
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #107
Disentangling Influence: Using disentangled representations to audit model predictions
Charles Marx · Richard Phillips · Sorelle Friedler · Carlos Scheidegger · Suresh Venkatasubramanian
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #108
Equal Opportunity in Online Classification with Partial Feedback
Yahav Bechavod · Katrina Ligett · Aaron Roth · Bo Waggoner · Steven Wu
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #109
Exploring Algorithmic Fairness in Robust Graph Covering Problems
Aida Rahmattalabi · Phebe Vayanos · Anthony Fulginiti · Eric Rice · Bryan Wilder · Amulya Yadav · Milind Tambe
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #110
Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness
Xueru Zhang · Mohammadmahdi Khaliligarekani · Cem Tekin · mingyan liu
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #111
Inherent Tradeoffs in Learning Fair Representations
Han Zhao · Geoff Gordon
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #112
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification
Evgenii Chzhen · Christophe Denis · Mohamed Hebiri · Luca Oneto · Massimiliano Pontil
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #113
Offline Contextual Bandits with High Probability Fairness Guarantees
Blossom Metevier · Stephen Giguere · Sarah Brockman · Ari Kobren · Yuriy Brun · Emma Brunskill · Philip Thomas
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #114
On Relating Explanations and Adversarial Examples
Alexey Ignatiev · Nina Narodytska · Joao Marques-Silva
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #115
On Testing for Biases in Peer Review
Ivan Stelmakh · Nihar Shah · Aarti Singh
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #116
On the (In)fidelity and Sensitivity of Explanations
Chih-Kuan Yeh · Cheng-Yu Hsieh · Arun Suggala · David Inouye · Pradeep Ravikumar
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #117
Policy Learning for Fairness in Ranking
Ashudeep Singh · Thorsten Joachims
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #118
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric
Nathan Kallus · Angela Zhou
Poster
Thu Dec 12th 05:00 -- 07:00 PM @ East Exhibition Hall B + C #119
Unlocking Fairness: a Trade-off Revisited
Michael Wick · swetasudha panda · Jean-Baptiste Tristan