Publications

• Using Property Elicitation to Understand the Impacts of Fairness Constraints, JF. Working paper.
  • [arXiv] [Slides]
• Online Platforms and the Fair Exposure Problem under Homophily Jakob Schoeffer, Alexander Ritchie, Keziah Naggita, Faidra Monachou, JF, Marc Juarez. Accepted to AAAI 2023.
  • [arXiv] [Slides]
• An Embedding Framework for the Design and Analysis of Consistent Polyhedral Surrogates JF, Rafael Frongillo, Bo Waggoner. Accepted to Neural Information Processing Systems (NeurIPS) 2019.
  • [Superceding arXiv paper] [NeurIPS 2019 paper] [2 hours workshop] [20 minute talk] [Poster]
• Consistent Polyhedral Surrogates for top-k Classification and Variants JF, Rafael Frongillo, Emma Goodwill, Anish Thilagar. Accepted to the International Conference on Machine Learning (ICML) 2022.
  • [Paper]
• The Structured Abstain Problem and the Lovasz Hinge JF, Rafael Frongillo, Enrique Nueve. Accepted to the Conference on Learning Theory (COLT) 2022.
  • [Paper] [arXiv]
• Unifying Lower Bounds on Prediction Dimension of Consistent Convex Surrogates JF, Rafael Frongillo. Accepted to Neural Information Processing Systems (NeurIPS) 2021.
  • [Paper] [15 minute talk] [Slides] [Poster]
• A Decomposition of a Complete Graph with a Hole Roxanne Back, Alejandra Brewer Castano, Rachel Galindo, JF. Accepted to the Open Journal of Discrete Mathematics (OJDM) 2021.
  • [Paper]
• Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness JF, Roland Maio, Faidra Monachou, Gourab Patro, Manish Raghavan, Ana-Andreea Stoica, Stratis Tsirtsis. Accepted to the ACM Conference on Fairness, Accountability, and Transparency (FAccT) 2021.
  • [arXiv] [AI4SG Workshop slides] [Poster]
  • This collaboration inspired a tutorial in 2021 at the ACM Conference on Economics and Computation. [Tutorial Website]
• Evolutionary Optimization of Cooperative Strategies for the Iterated Prisoner’s Dilemma JF, H. David Mathias. Accepted to the IEEE Transactions on Games 2020.
  • [Paper]
• Embedding Dimension of Polyhedral Losses JF, Rafael Frongillo, Bo Waggoner. Accepted to the Conference on Learning Theory (COLT) 2020.
  • [Paper] [Talks (2 and 15 minutes)]
• Convex Elicitation of Continuous Properties JF, Rafael Frongillo. Accepted to Neural Information Processing Systems (NeurIPS) 2018 as a Spotlight paper.
  • [Paper] [Slides] [Poster]
• Social Trends in the Iterated Prisoner’s Dilemma JF, H. David Mathias. Accepted to the Genetic and Evolutionary Computation Conference (GECCO) 2017
  • [Paper]
• Investigating Social Trends in the Iterated Prisoner’s Dilemma JF. Florida Southern College Honors Thesis.
  • [Paper]
• Egocentric Height Estimation JF, Aisha Urooj Khan, Ali Borji. Accepted to the Winter Conference on Applications of Computer Vision (WACV) 2017.
  • [arXiv]