26 citations · 26 across the 2 of their papers we have counts for
3 papers
ReLaG: A Scalable Framework Generalizing Random Splits to Data with Latent Relations
Anthony Lavertu, Jacob Cote, Sophie Gobeil +3
Random splitting can yield non-independent train--test subsets when a dataset contains related samples, as is common in certain applications such as biochemical studies. This leads…
Refnd: Preventing Data Leakage in Relational Datasets
Anthony Lavertu, Jacob Cote, Jacques Corbeil +2
Machine learning models trained on biochemical data are routinely evaluated using splits that fail to account for relational structure, causing information leakage and over-optimis…
Inverse Solidification Induced by Active Janus Particles
Tao Huang, Vyacheslav R. Misko, Sophie Gobeil +7
Crystals melt when thermal excitations or the concentration of defects in the lattice is sufficiently high. Upon melting, the crystalline long-range order vanishes, turning the sol…