Publications

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Journals

  1. Rethinking Embedded Blocks for Machine Learning Applications, ACM TRETS 2021, Seyedramin Rasoulinezhad, Esther Roorda, Steve Wilton, Philip H. W. Leong, David Boland
  2. FPGA Architecture Exploration for DNN Acceleration, ACM TRETS22, Esther Roorda, Seyedramin Rasoulinezhad, Philip H. W. Leong, Steve Wilton
  3. NITI: Training Integer Neural Networks Using Integer-only Arithmetic, IEEE TPDS 2022, Maolin Wang, Seyedramin Rasoulinezhad, Philip H.W. Leong, Hayden K.H. So
  4. Applications and Techniques for Fast Machine Learning in Science, Journal Frontiers in Big Data 2021

Conferences

  1. APIR-DSP: An approximate PIR-DSP architecture for error-tolerant applications, FPT 2021, Yuan Dai, Simin Liu, Yao Lu, Hao Zhou, SeyedRamin Rasoulinezhad, Philip H. W. Leong, Lingli Wang
  2. Modified Joint Channel-and-Data Estimation forOne-Bit Massive MIMO, ISCAS 2021, Mohammadhossein Bahari, Seyedramin Rasoulinezhad, Mahdi Amiri, Farzam Gilani, Saeed Saadatnejad, Seyed Alireza Nezamalhosseini, Mahdi Shabany
  3. MLBlocks: FPGA Blocks for Machine Learning Applications, FPGA 2021, SeyedRamin Rasoulinezhad, David Boland, Philip H.W. Leong
  4. A Block Minifloat Representation for Training Deep Neural Networks, ICLR 2021, Sean Fox, Seyedramin Rasoulinezhad, Julian Faraone, and David Boland Philip H.W. Leong
  5. LUXOR: An FPGA Logic Cell Architecture for Efficient Compressor Tree Implementations, FPGA 2020, SeyedRamin Rasoulinezhad, Siddhartha -, Hao Zhou, Lingli Wang, David Boland, Philip H.W. Leong
  6. MajorityNets: BNNs Utilising Approximate Popcount for Improved Efficiency, FPT 2019, SeyedRamin Rasoulinezhad, Sean Fox, Hao Zhou, Lingli Wang, David Boland, Philip H.W. Leong (majnet_fpt19)
  7. PIR-DSP: An FPGA DSP block Architecture for Multi-Precision Deep Neural Networks, FCCM 2019, SeyedRamin Rasoulinezhad, Hao Zhou, Lingli Wang, Philip H.W. Leong (pirdsp_fccm19)
  8. Prediction of Life-Threatening Heart Arrhythmias Using Obstructive Sleep Apnoea Characteristics, ICEE 2019, Ghazaleh Mohammad Alinejad, SeyedRamin Rasoulinezhad, Mohammad Bagher Shamsollah