476 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Karlsruhe Institute of TechnologyDE16 papers
- University of MünsterDE16 papers
- Lawrence Berkeley National LaboratoryUS15 papers
- Czech Academy of Sciences, Nuclear Physics InstituteCZ14 papers
- Institute for Nuclear ResearchRU14 papers
- Massachusetts Institute of TechnologyUS14 papers
- Max Planck Institute for PhysicsDE14 papers
- Technical University of MunichDE14 papers
- University of North Carolina at Chapel HillUS14 papers
- University of WashingtonUS14 papers
- University of WuppertalDE14 papers
- Carnegie Mellon UniversityUS13 papers
3 papers · 2 filters
Efficient Error-Tolerant Quantized Neural Network Accelerators
Giulio Gambardella, Johannes Kappauf, Michaela Blott +4
Neural Networks are currently one of the most widely deployed machine learning algorithms. In particular, Convolutional Neural Networks (CNNs), are gaining popularity and are evalu…
Design of Optimal Multiplierless FIR Filters
Martin Kumm, Anastasia Volkova, Silviu-Ioan Filip
This work presents two novel optimization methods based on integer linear programming (ILP) that minimize the number of adders used to implement a direct/transposed finite impulse…
AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers
Julian Faraone, Martin Kumm, Martin Hardieck +4
Low-precision arithmetic operations to accelerate deep-learning applications on field-programmable gate arrays (FPGAs) have been studied extensively, because they offer the potenti…