Julian Faraone

14 papers A* 2B 1Journal 6Unranked 5

Year	Rank	Type	Title / Venue / Authors
2024	—	`conf`	Super Efficient Neural Network for Compression Artifacts Reduction and Super Resolution. WACV (Workshops) Wen Ma, Qiuwen Lou, Arman Kazemi, Julian Faraone, Tariq Afzal
2024	J	`jnl`	Super Efficient Neural Network for Compression Artifacts Reduction and Super Resolution. CoRR Wen Ma, Qiuwen Lou, Arman Kazemi, Julian Faraone, Tariq Afzal
2021	A*	`conf`	A Block Minifloat Representation for Training Deep Neural Networks. ICLR Sean Fox, Seyedramin Rasoulinezhad, Julian Faraone, David Boland, Philip H. W. Leong
2020	J	`jnl`	AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers. IEEE Trans. Very Large Scale Integr. Syst. Julian Faraone, Martin Kumm, Martin Hardieck, Peter Zipf, Xueyuan Liu, David Boland, Philip H. W. Leong
2019	J	`jnl`	AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers. CoRR Julian Faraone, Martin Kumm, Martin Hardieck, Peter Zipf, Xueyuan Liu, David Boland, Philip H. W. Leong
2019	—	`conf`	Training Deep Neural Networks in Low-Precision with High Accuracy Using FPGAs. FPT Sean Fox, Julian Faraone, David Boland, Kees A. Vissers, Philip H. W. Leong
2018	B	`conf`	Customizing Low-Precision Deep Neural Networks for FPGAs. FPL Julian Faraone, Giulio Gambardella, Nicholas J. Fraser, Michaela Blott, Philip H. W. Leong, David Boland
2018	—	`conf`	Long Short-Term Memory for Radio Frequency Spectral Prediction and its Real-Time FPGA Implementation. MILCOM Siddhartha, Yee Hui Lee, Duncan J. M. Moss, Julian Faraone, Perry Blackmore, Daniel Salmond, David Boland, Philip H. W. Leong
2018	—	`conf`	Redundancy-Reduced MobileNet Acceleration on Reconfigurable Logic for ImageNet Classification. ARC Jiang Su, Julian Faraone, Junyi Liu, Yiren Zhao, David B. Thomas, Philip Heng Wai Leong, Peter Y. K. Cheung
2018	J	`jnl`	SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks. CoRR Julian Faraone, Nicholas J. Fraser, Michaela Blott, Philip Heng Wai Leong
2018	A*	`conf`	SYQ: Learning Symmetric Quantization for Efficient Deep Neural Networks. CVPR Julian Faraone, Nicholas J. Fraser, Michaela Blott, Philip H. W. Leong
2017	—	`conf`	Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks. ICONIP (2) Julian Faraone, Nicholas J. Fraser, Giulio Gambardella, Michaela Blott, Philip Heng Wai Leong
2017	J	`jnl`	Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks. CoRR Julian Faraone, Nicholas J. Fraser, Giulio Gambardella, Michaela Blott, Philip Heng Wai Leong
2017	J	`jnl`	FPGA Implementations of Kernel Normalised Least Mean Squares Processors. ACM Trans. Reconfigurable Technol. Syst. Nicholas J. Fraser, JunKyu Lee, Duncan J. M. Moss, Julian Faraone, Stephen Tridgell, Craig T. Jin, Philip Heng Wai Leong