output
20002026
most citedMethods for Interpreting and Understanding Deep Neural Networks

2.8k citations

Showing 2022Show all

38 papers · 1 filter

math.DS2022

A Computational Approach to Polynomial Conservation Laws

Aurélien Desoeuvres, Alexandru Iosif, Christoph Lüders +4

For polynomial ODE models, we introduce and discuss the concepts of exact and approximate conservation laws, which are the first integrals of the full and truncated sets of ODEs. F…

physics.chem-ph2022★ 2 cited

Reconstructing Kernel-based Machine Learning Force Fields with Super-linear Convergence

Stefan Blücher, Klaus-Robert Müller, Stefan Chmiela

Kernel machines have sustained continuous progress in the field of quantum chemistry. In particular, they have proven to be successful in the low-data regime of force field reconst…

cs.DS2022★ 2 cited

An Algorithmic Bridge Between Hamming and Levenshtein Distances

Elazar Goldenberg, Tomasz Kociumaka, Robert Krauthgamer +1

The edit distance between strings classically assigns unit cost to every character insertion, deletion, and substitution, whereas the Hamming distance only allows substitutions. In…

cs.CV2022★ 83 cited

An Implicit Parametric Morphable Dental Model

Congyi Zhang, Mohamed Elgharib, Gereon Fox +3

3D Morphable models of the human body capture variations among subjects and are useful in reconstruction and editing applications. Current dental models use an explicit mesh scene…

cs.NI2022★ 10 cited

FlowDNS: Correlating Netflow and DNS Streams at Scale

Aniss Maghsoudlou, Oliver Gasser, Ingmar Poese +1

Knowing customer's interests, e.g. which Video-On-Demand (VoD) or Social Network services they are using, helps telecommunication companies with better network planning to enhance…

cs.GR2022★ 18 cited

Scalable multi-class sampling via filtered sliced optimal transport

Corentin Salaün, Iliyan Georgiev, Hans-Peter Seidel +1

We propose a multi-class point optimization formulation based on continuous Wasserstein barycenters. Our formulation is designed to handle hundreds to thousands of optimization obj…