activity
20212026
most citedTowards Fair Machine Learning Software: Understanding and Addressing Model Bias Through Counterfactual Thinking

14 citations · 33 across the 8 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021

Set Twister for Single-hop Node Classification

Yangze Zhou, Vinayak Rao, Bruno Ribeiro

Node classification is a central task in relational learning, with the current state-of-the-art hinging on two key principles: (i) predictions are permutation-invariant to the orde…

cs.LG2021★ 9 cited

Size-Invariant Graph Representations for Graph Classification Extrapolations

Beatrice Bevilacqua, Yangze Zhou, Bruno Ribeiro

In general, graph representation learning methods assume that the train and test data come from the same distribution. In this work we consider an underexplored area of an otherwis…