Paper Title: Long-term Fairness with Selective Labels
Authors: Giovani Valdrighi, Isabel Valera, and Marcos M. Raimundo.
Link: https://icml.cc/virtual/2026/poster/63248
Focus: Investigates the design of decision-making algorithms that ensure fairness over long-term timelines, specifically navigating the challenges of operating with incomplete data and unobserved outcomes.
And
Paper Title: Hölder++: Improving the Quality-Coherence Trade-off in Multimodal VAEs
Authors: Huyen Vo, María Martínez-García, and Isabel Valera.
Link: https://icml.cc/virtual/2026/poster/64637
Focus: Introduces a novel multimodal variational autoencoder architecture designed to generate highly realistic, diverse, and semantically consistent samples across multiple data modalities simultaneously