Search Results - "Preuser, Thomas B."

Everything You Always Wanted to Know About Embedded Trace by Preuser, Thomas B., Gautham, Smitha, Rajagopala, Abhi D., Elks, Carl R., Weiss, Alexander

“…Decades of advances in computer architecture, software-intensive applications, and system integration have created significant challenges for embedded systems…”
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Inference of quantized neural networks on heterogeneous all-programmable devices by Preuser, Thomas B., Gambardella, Giulio, Fraser, Nicholas, Blott, Michaela

“…Neural networks have established as a generic and powerful means to approach challenging problems such as image classification, object detection or decision…”
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Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs by Aggarwal, Shivam, Damsgaard, Hans Jakob, Pappalardo, Alessandro, Franco, Giuseppe, Preuser, Thomas B., Blott, Michaela, Mitra, Tulika

“…Post-training quantization (PTQ) is a powerful technique for model compression, reducing the numerical precision in neural networks without additional training…”
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Generic and universal parallel matrix summation with a flexible compression goal for Xilinx FPGAs by Preuser, Thomas B.

“…Bit matrix compression is a highly relevant operation in computer arithmetic. Essentially being a multi-operand addition, it is the key operation behind fast…”
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Survey on and re-evaluation of wide adder architectures on FPGAs by Preusser, Thomas B., Krause, Markus

“…The binary word addition was one of the earliest operations that called for special-purpose hardware structures on otherwise freely programmable logic devices…”
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The portable open-source IP core and utility library PoC by Preusser, Thomas B., Zabel, Martin, Lehmann, Patrick, Spallek, Rainer G.

“…Standard libraries and frameworks boost the productivity and performance significantly as they enable the re-use of optimized solutions for standard tasks…”
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Weasel: A platform-independent streaming-optimized SATA controller by Lehmann, Patrick, Frank, Thomas, Knodel, Oliver, Kohler, Steffen, Preuser, Thomas B., Spallek, Rainer G.

“…Field-Programmable Gate Arrays, which are widely used as prototyping platforms, are intruding the domain of custom-specific high-performance hardware…”
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