219 citations · 254 across the 5 of their papers we have counts for
5 papers
Approximate Reversible Circuits for NISQ-Era Quantum Computers
Niels Gleinig, Tobias Rohner, Torsten Hoefler
The synthesis approaches for quantum circuits typically aim at minimizing the number of lines or gates. Given the tight restrictions on those logical resources in physical implemen…
A Theory of I/O-Efficient Sparse Neural Network Inference
Niels Gleinig, Tal Ben-Nun, Torsten Hoefler
As the accuracy of machine learning models increases at a fast rate, so does their demand for energy and compute resources. On a low level, the major part of these resources is con…
ProbGraph: High-Performance and High-Accuracy Graph Mining with Probabilistic Set Representations
Maciej Besta, Cesare Miglioli, Paolo Sylos Labini +11
Important graph mining problems such as Clustering are computationally demanding. To significantly accelerate these problems, we propose ProbGraph: a graph representation that enab…
Generalized Network Dismantling
Xiao-Long Ren, Niels Gleinig, Dirk Helbing +1
Finding the set of nodes, which removed or (de)activated can stop the spread of (dis)information, contain an epidemic or disrupt the functioning of a corrupt/criminal organization…
Underestimated cost of targeted attacks on complex networks
Xiao-Long Ren, Niels Gleinig, Dijana Tolic +1
The robustness of complex networks under targeted attacks is deeply connected to the resilience of complex systems, i.e., the ability to make appropriate responses to the attacks.…