Comparative Explanations for Recommendation: Research Directions. - Meysam Varasteh; Elizabeth McKinnie; Amanda Aird; Daniel E. Acuña; Robin Burke (IntRS@RecSys, 2024)

Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy. - Lucas Rosenblatt; Bernease Herman; Anastasia Holovenko; Wonkwon Lee; Joshua R. Loftus; Elizabeth McKinnie; Taras Rumezhak; Andrii Stadnik; Bill Howe; Julia Stoyanovich (SIGMOD Rec., 2024)

Simulating the Algorithm Store: Multistakeholder Impacts of Recommender Choice. - Anas Buhayh; Elizabeth McKinnie; Clement Canel; Robin Burke (UMAP (Adjunct Publication), 2025)

Decoupled Recommender Systems: Exploring Alternative Recommender Ecosystem Designs. - Anas Buhayh; Elizabeth McKinnie; Robin Burke (CoRR, 2025)