most citedWeight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation

2 citations · 2 across the 1 of their papers we have counts for

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2 papers

cs.CV2025

IPFormer: Visual 3D Panoptic Scene Completion with Context-Adaptive Instance Proposals

Markus Gross, Aya Fahmy, Danit Niwattananan +4

Semantic Scene Completion (SSC) has emerged as a pivotal approach for jointly learning scene geometry and semantics, enabling downstream applications such as navigation in mobile r…

cs.LG2023★ 2 cited

Weight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation

Markus Gross, Arne P. Raulf, Christoph Räth

We investigate the stationary (late-time) training regime of single- and two-layer underparameterized linear neural networks within the continuum limit of stochastic gradient desce…