Optimizing Bit-Serial Matrix Multiplication for Reconfigurable Computing von Umuroglu, Yaman, Conficconi, Davide, Rasnayake, Lahiru, Preusser, Thomas B., Själander, Magnus

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Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference von Hawks, Benjamin, Duarte, Javier, Fraser, Nicholas J., Pappalardo, Alessandro, Tran, Nhan, Umuroglu, Yaman

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RadioML Meets FINN: Enabling Future RF Applications With FPGA Streaming Architectures von Jentzsch, Felix, Umuroglu, Yaman, Pappalardo, Alessandro, Blott, Michaela, Platzner, Marco

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FINN- R: An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks von Blott, Michaela, Preußer, Thomas B., Fraser, Nicholas J., Gambardella, Giulio, O’brien, Kenneth, Umuroglu, Yaman, Leeser, Miriam, Vissers, Kees

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EcoFlow: Efficient Convolutional Dataflows on Low-Power Neural Network Accelerators von Orosa, Lois, Koppula, Skanda, Umuroglu, Yaman, Kanellopoulos, Konstantinos, Gomez-Luna, Juan, Blott, Michaela, Vissers, Kees, Mutlu, Onur

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Random access schemes for efficient FPGA SpMV acceleration von Umuroglu, Yaman, Jahre, Magnus

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Elastic-DF: Scaling Performance of DNN Inference in FPGA Clouds through Automatic Partitioning von Alonso, Tobias, Petrica, Lucian, Ruiz, Mario, Petri-Koenig, Jakoba, Umuroglu, Yaman, Stamelos, Ioannis, Koromilas, Elias, Blott, Michaela, Vissers, Kees

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Evaluation of Optimized CNNs on Heterogeneous Accelerators Using a Novel Benchmarking Approach von Blott, Michaela, Fraser, Nicholas J., Gambardella, Giulio, Halder, Lisa, Kath, Johannes, Neveu, Zachary, Umuroglu, Yaman, Vasilciuc, Alina, Leeser, Miriam, Doyle, Linda

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BISMO: A Scalable Bit-Serial Matrix Multiplication Overlay for Reconfigurable Computing von Umuroglu, Yaman, Rasnayake, Lahiru, Själander, Magnus

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Accelerating Sparse Linear Algebra and Deep Neural Networks on Reconfigurable Platforms von Umuroglu, Yaman

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A Vector Caching Scheme for Streaming FPGA SpMV Accelerators von Umuroglu, Yaman, Jahre, Magnus

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Scaling Binarized Neural Networks on Reconfigurable Logic von Fraser, Nicholas J, Umuroglu, Yaman, Gambardella, Giulio, Blott, Michaela, Leong, Philip W, Vissers, Kees, Jahre, Magnus

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FINN: A Framework for Fast, Scalable Binarized Neural Network Inference von Umuroglu, Yaman, Fraser, Nicholas J, Gambardella, Giulio, Blott, Michaela, Leong, Philip W, Jahre, Magnus, Vissers, Kees

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BINARY NEURAL NETWORKS ON PROGAMMABLE INTEGRATED CIRCUITS von BLOTT, Michaela, UMUROGLU, Yaman

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The UNSW-NB15 dataset with binarized features von Umuroglu, Yaman

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SHMACsim: A Cycle-accurate Simulation Infrastructure for the Heterogeneous SHMAC Multi-Core Prototype von Umuroglu, Yaman

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A2Q+: Improving Accumulator-Aware Weight Quantization von Colbert, Ian, Pappalardo, Alessandro, Petri-Koenig, Jakoba, Umuroglu, Yaman

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Streamlined Deployment for Quantized Neural Networks von Umuroglu, Yaman, Jahre, Magnus

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BINARY NEURAL NETWORKS ON PROGAMMABLE INTEGRATED CIRCUITS von BLOTT, Michaela, UMUROGLU, Yaman

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LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications von Umuroglu, Yaman, Akhauri, Yash, Fraser, Nicholas J, Blott, Michaela

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