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GAMBARDELLA, GIULIO
62  Ergebnisse:
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1

Radiation-Tolerant Deep Learning Processor Unit (DPU)-Based..:

Maillard, Pierre ; Chen, Yanran P. ; Vidmar, Jason...
IEEE Transactions on Nuclear Science.  70 (2023)  4 - p. 714-721 , 2023
Link: https://doi.org/10.1109/..
 
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2

On the RTL Implementation of FINN Matrix Vector Unit:

Alam, Syed Asad ; Gregg, David ; Gambardella, Giulio..
ACM Transactions on Embedded Computing Systems.  22 (2023)  6 - p. 1-27 , 2023
Link: https://doi.org/10.1145/..
 
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3

Accelerated Radiation Test on Quantized Neural Networks tra..:

, In: 2022 IEEE Aerospace Conference (AERO),
Gambardella, Giulio ; Fraser, Nicholas J. ; Zahid, Ussama.. - p. 1-7 , 2022
Link: https://doi.org/10.1109/..
 
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4

FAT: Training Neural Networks for Reliable Inference Under ..:

, In: 2020 IEEE International Test Conference (ITC),
Zahid, Ussama ; Gambardella, Giulio ; Fraser, Nicholas J... - p. 1-10 , 2020
Link: https://doi.org/10.1109/..
 
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5

Evaluation of Optimized CNNs on Heterogeneous Accelerators ..:

Blott, Michaela ; Fraser, Nicholas ; Gambardella, Giulio...
IEEE Transactions on Computers.  , 2020
Link: https://doi.org/10.1109/..
 
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6

Evaluation of Optimized CNNs on FPGA and non-FPGA based Acc..:

, In: Proceedings of the 2020 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays,
Blott, Michaela ; Kath, Johannes ; Halder, Lisa... - p. 317 ff. , 2020
Link: https://dl.acm.org/doi/1..
 
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7

Efficient Error-Tolerant Quantized Neural Network Accelerat..:

, In: 2019 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT),
Gambardella, Giulio ; Kappauf, Johannes ; Blott, Michaela... - p. 1-6 , 2019
Link: https://doi.org/10.1109/..
 
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8

Synetgy : Algorithm-hardware Co-design for ConvNet Accel..:

, In: Proceedings of the 2019 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays,
Yang, Yifan ; Huang, Qijing ; Wu, Bichen... - p. 23-32 , 2019
Link: https://dl.acm.org/doi/1..
 
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9

FINN-R : An End-to-End Deep-Learning Framework for Fast ..:

Blott, Michaela ; Preußer, Thomas B. ; Fraser, Nicholas J....
ACM Transactions on Reconfigurable Technology and Systems (TRETS).  11 (2018)  3 - p. 1-23 , 2018
Link: https://dl.acm.org/doi/1..
 
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10

FINN-R: An End-to-End Deep-Learning Framework for Fast Expl..:

Blott, Michaela ; Preußer, Thomas B. ; Fraser, Nicholas J....
ACM Transactions on Reconfigurable Technology and Systems.  11 (2018)  3 - p. 1-23 , 2018
Link: https://doi.org/10.1145/..
 
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11

Customizing Low-Precision Deep Neural Networks for FPGAs:

, In: 2018 28th International Conference on Field Programmable Logic and Applications (FPL),
Faraone, Julian ; Gambardella, Giulio ; Boland, David... - p. 97-973 , 2018
Link: https://doi.org/10.1109/..
 
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12

FINN : A Framework for Fast, Scalable Binarized Neural N..:

, In: Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays,
Umuroglu, Yaman ; Fraser, Nicholas J. ; Gambardella, Giulio... - p. 65-74 , 2017
Link: https://dl.acm.org/doi/1..
 
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13

Scaling Neural Network Performance through Customized Hardw..:

, In: 2017 IEEE International Conference on Computer Design (ICCD),
Blott, Michaela ; PreuBer, Thomas B. ; Fraser, Nicholas... - p. 419-422 , 2017
Link: https://doi.org/10.1109/..
 
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14

Scaling Binarized Neural Networks on Reconfigurable Logic:

, In: Proceedings of the 8th Workshop and 6th Workshop on Parallel Programming and Run-Time Management Techniques for Many-core Architectures and Design Tools and Architectures for Multicore Embedded Computing Platforms,
Fraser, Nicholas J. ; Umuroglu, Yaman ; Gambardella, Giulio... - p. 25-30 , 2017
Link: https://dl.acm.org/doi/1..
 
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15

SATTA : A Self-Adaptive Temperature-Based TDF Awareness ..:

Carlo, Stefano Di ; Gambardella, Giulio ; Prinetto, Paolo..
ACM Transactions on Reconfigurable Technology and Systems (TRETS).  8 (2015)  1 - p. 1-22 , 2015
Link: https://dl.acm.org/doi/1..
 
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