A Complexity-Theoretic Perspective on Fairness
Stanford University 2020
Swap Agnostic Learning, or Characterizing Omniprediction via Multicalibration [arXiv]
Parikshit Gopalan, MPK, Omer Reingold
NeurIPS 2023
Is your model predicting the past? [arXiv] [github]
Moritz Hardt and MPK
EAAMO 2023
Making Decisions under Outcome Performativity [arXiv]
MPK and Juan C. Perdomo
ITCS 2023
Loss Minimization through the Lens of Outcome Indistinguishability [arXiv]
Parikshit Gopalan, Lunjia Hu, MPK, Omer Reingold, Udi Wieder
ITCS 2023
Planting Undetectable Backdoors in Machine Learning Models [arXiv] [Quanta]
Shafi Goldwasser, MPK, Vinod Vaikuntanathan, Or Zamir
FOCS 2022
Low-Degree Multicalibration [arXiv]
Parikshit Gopalan, MPK, Mihir Singhal, Shengjia Zhao
COLT 2022
Universal Adaptability: Target-Independent Inference that Competes with Propensity Scoring
MPK, Christoph Kern, Shafi Goldwasser, Frauke Kreuter, Omer Reingold
PNAS 2022
Beyond Bernoulli: Generating Random Outcomes that cannot be Distinguished from Nature
Cynthia Dwork, MPK, Omer Reingold, Guy N. Rothblum, Gal Yona
ALT 2022
Calibrating Predictions to Decisions: A Novel Approach to Multi-Class Calibration [arXiv]
Shengjia Zhao, MPK, Roshni Sahoo, Tengyu Ma, Stefano Ermon
NeurIPS 2021
mcboost: Multi-Calibration Boosting for R [github]
Florian Pfisterer, Christoph Kern, Susanne Dandl, Matthew Sun, MPK, Bernd Bischl
The Journal of Open Source Software 2021
Outcome Indistinguishability [arXiv]
[ECCC]
Cynthia Dwork, MPK, Omer Reingold, Guy N. Rothblum, Gal Yona
STOC 2021
A Distributional Framework for Data Valuation
[arXiv]
Amirata Ghorbani, MPK, James Zou
ICML 2020
Preference-Informed Fairness
[arXiv]
MPK, Aleksandra Korolova, Guy N. Rothblum, Gal Yona
ITCS 2020
Evidence-Based Rankings
Cynthia Dwork, MPK, Omer Reingold, Guy N. Rothblum, Gal Yona
FOCS 2019
Tracking and Improving Information in the Service of Fairness
[arXiv]
Sumegha Garg, MPK, Omer Reingold
EC 2019
Multiaccuracy: Black-Box Post-Processing for Fairness in Classification
[arXiv]
MPK, Amirata Ghorbani, James Zou
AAAI AI, Ethics, and Society 2019
On Estimating Edit Distance: Alignment, Dimension Reduction, and Embeddings [arXiv]
Moses Charikar, Ofir Geri, MPK, William Kuszmaul
ICALP 2018
Fairness Through Computationally-Bounded Awareness
[arXiv]
MPK, Omer Reingold, Guy N. Rothblum
NeurIPS 2018
Calibration for the (Computationally-Identifiable) Masses
[arXiv]
Úrsula Hébert-Johnson, MPK, Omer Reingold,
Guy N. Rothblum
ICML 2018
Who Can Win a Single-Elimination Tournament? [arXiv]
MPK, Warut Suksompong, Virginia Vassilevska Williams
AAAI 2016, SIAM J. Discrete Math. 2017
Fixing Tournaments for Kings, Chokers, and More
MPK and Virginia Vassilevska Williams
IJCAI 2015
Synthesis of Enantiopure, Trisubstituted Cryptophane-A Derivatives
O. Taratula, MPK, Y. Bai, J.P. Philbin, B.A. Riggle,
D.N. Haase, and I.J. Dmochowski
Organic Letters 2012
In a previous life, I studied Chemistry.