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cs.LG2026
Evaluating Deep Multivariate Imputation Models on Wearable Device Data
Skye Goodman, Roussel Desmond Nzoyem, Leandro Junges +5
Wearable device data enables continuous health monitoring, but suffers from structured missingness: features sharing a physical sensor drop out together. Deep imputation methods su…
cs.CV2026
Render, Don't Decode: Weight-Space World Models with Latent Structural Disentanglement
Roussel Desmond Nzoyem, Mauro Comi
Training world models on vast quantities of unlabelled videos is a critical step toward fully autonomous intelligence. However, the prevailing paradigm of encoding raw pixels into…
cs.LG2026
Out-of-Support Generalisation via Weight-Space Sequence Modelling
Roussel Desmond Nzoyem
As breakthroughs in deep learning transform key industries, models are increasingly required to extrapolate on datapoints found outside the range of the training set, a challenge w…