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20242026
most citedFlatCAD: Fast Curvature Regularization of Neural SDFs for CAD Models

2 citations · 2 across the 17 of their papers we have counts for

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8 papers · 1 filter

cs.GR2026

The Shape of Speech: A Geometric Measure of Coarticulation for Speech-Driven 3D Facial Animation

Danzel Serrano, Przemyslaw Musialski

Speech-driven 3D facial animation can reproduce recognizable mouth poses. However, it can simplify the motion between them, and that motion carries coarticulation, the way the soun…

cs.LG2026

The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups

Przemyslaw Musialski

We place the attention token on the group: a token is an element of a matrix Lie group -- a bare transformation, with no feature payload and no external action car…

cs.GR2026

StippleDiffusion: Capacity-Constrained Stippling using Controlled Diffusion

Ofir Gilad, Aleksander Plocharski, Przemyslaw Musialski +1

Stipple patterns, point sets whose local density tracks a target image, are traditionally produced by per-density iterative optimizers, which are slow, non-differentiable, and must…

cs.GR2026

STEP-Parts: Geometric Partitioning of Boundary Representations for Large-Scale CAD Processing

Shen Fan, Mikołaj Kida, Przemyslaw Musialski

Many CAD learning pipelines discretize Boundary Representations (B-Reps) into triangle meshes, discarding analytic surface structure and topological adjacency and thereby weakening…

cs.CV2026

INST-Align: Implicit Neural Alignment for Spatial Transcriptomics via Canonical Expression Fields

Bonian Han, Cong Qi, Przemyslaw Musialski +1

Spatial transcriptomics (ST) measures mRNA expression while preserving spatial organization, but multi-slice analysis faces two coupled difficulties: large non-rigid deformations a…

cs.CV2026

Beyond Segmentation: Structurally Informed Facade Parsing from Imperfect Images

Maciej Janicki, Aleksander Plocharski, Przemyslaw Musialski

Standard object detectors typically treat architectural elements independently, often resulting in facade parsings that lack the structural coherence required for downstream proced…

cs.GR2026

What a Comfortable World: Ergonomic Principles Guided Apartment Layout Generation

Piotr Nieciecki, Aleksander Plocharski, Przemyslaw Musialski

Current data-driven floor plan generation methods often reproduce the ergonomic inefficiencies found in real-world training datasets. To address this, we propose a novel approach t…

cs.LG2026

HOSC: A Periodic Activation with Saturation Control for High-Fidelity Implicit Neural Representations

Michal Jan Wlodarczyk, Danzel Serrano, Przemyslaw Musialski

Periodic activations such as sine preserve high-frequency information in implicit neural representations (INRs) through their oscillatory structure, but often suffer from gradient…