Berker Demirel

activity

20202026

most citedADRMX: Additive Disentanglement of Domain Features with Remix Loss

3 citations · 3 across the 7 of their papers we have counts for

collaborators

Showing 2026Show all

2 papers · 1 filter

cs.LG2026

$λ$ -JEPA Spectral Anti-Collapse Regularization for Self-Supervised Learning

Berker Demirel, Clémentine Dominé, Valentino Maiorca +3

Joint-embedding self-supervised learning typically combines an invariance objective across augmented views with additional mechanisms to prevent representational collapse. These ob…

cs.LG2026

Assessing Sample Quality in Conditional Generation under Compositional Shift

Berker Demirel, Valentino Maiorca, Marco Fumero +2

Conditional generators provide a natural tool for controllable generation, including settings where the desired condition is a new composition of observed attributes or experimenta…

λ-JEPA Spectral Anti-Collapse Regularization for Self-Supervised Learning

Assessing Sample Quality in Conditional Generation under Compositional Shift

$λ$ -JEPA Spectral Anti-Collapse Regularization for Self-Supervised Learning