tardis

Author: ErnstRoell

data/tools/tardis.toml

@@ -0,0 +1,13 @@
+name = "TARDIS"
+paper   = "Topological Algorithms for Robust DIscovery of Singularities"
+image   = "TARDIS.svg"
+venue   = "ICML 2023"
+description = """\
+The manifold hypothesis is a staple of modern machine learning research. However, real-world data exhibits 
+distinct **non-manifold structures, i.e. singularities**, that can lead to erroneous findings. 
+We provide a topological framework that quantifies the local intrinsic dimension, and yields a 
+**Euclidicity score** for assessing the 'manifoldness' of a point along multiple scales.
+"""
+arXiv   = "2210.00069"
+pub     = "https://arxiv.org/abs/2210.00069"
+repo    = "https://github.com/aidos-lab/TARDIS"