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cs.ET2023
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…
cs.DC2023
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…