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2020 – today
- 2024
[j15]Sepehr Tabrizchi, Brendan C. Reidy, Deniz Najafi
, Shaahin Angizi, Ramtin Zand, Arman Roohi:
ViTSen: Bridging Vision Transformers and Edge Computing With Advanced In/Near-Sensor Processing. IEEE Embed. Syst. Lett. 16(4): 341-344 (2024)- [c29]Mehrdad Morsali, Brendan Reidy, Deniz Najafi, Sepehr Tabrizchi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Ramtin Zand, Shaahin Angizi:
Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing. DAC 2024: 115:1-115:6 - [c28]Brendan Reidy, Sepehr Tabrizchi, Mohammadreza Mohammadi, Shaahin Angizi, Arman Roohi, Ramtin Zand:
HiRISE: High-Resolution Image Scaling for Edge ML via In-Sensor Compression and Selective ROI. DAC 2024: 275:1-275:6 - [c27]James Seekings, Peyton Chandarana, Mahsa Ardakani, Mohammadreza Mohammadi, Ramtin Zand:
Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware. ICONS 2024: 71-77 - [c26]Md Hasibul Amin, Mohammadreza Mohammadi, Ramtin Zand:
Multi-Objective Neural Architecture Search for In-Memory Computing. ISVLSI 2024: 343-348 - [i30]Mehrdad Morsali, Brendan Reidy, Deniz Najafi, Sepehr Tabrizchi, Mohsen Imani, Mahdi Nikdast, Arman Roohi, Ramtin Zand, Shaahin Angizi:
Lightator: An Optical Near-Sensor Accelerator with Compressive Acquisition Enabling Versatile Image Processing. CoRR abs/2403.05037 (2024) - [i29]Heath Smith, James Seekings, Mohammadreza Mohammadi, Ramtin Zand:
Realtime Facial Expression Recognition: Neuromorphic Hardware vs. Edge AI Accelerators. CoRR abs/2403.08792 (2024) - [i28]Md Hasibul Amin, Mohammadreza Mohammadi, Ramtin Zand:
Multi-Objective Neural Architecture Search for In-Memory Computing. CoRR abs/2406.06746 (2024) - [i27]Mohammed E. Elbtity, Peyton Chandarana, Ramtin Zand:
Flex-TPU: A Flexible TPU with Runtime Reconfigurable Dataflow Architecture. CoRR abs/2407.08700 (2024) - [i26]James Seekings, Peyton Chandarana, Mahsa Ardakani, Mohammadreza Mohammadi, Ramtin Zand:
Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware. CoRR abs/2407.08704 (2024) - [i25]Renjith Prasad, Chathurangi Shyalika, Ramtin Zand, Fadi El Kalach, Revathy Venkataramanan, Ramy F. Harik, Amit P. Sheth:
AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing Pipelines. CoRR abs/2408.02181 (2024) - [i24]Brendan Reidy, Sepehr Tabrizchi, Mohamadreza Mohammadi, Shaahin Angizi, Arman Roohi, Ramtin Zand:
HiRISE: High-Resolution Image Scaling for Edge ML via In-Sensor Compression and Selective ROI. CoRR abs/2408.03956 (2024) - [i23]Jinendra Malekar, Mohammed E. Elbtity, Ramtin Zand:
Matmul or No Matmul in the Era of 1-bit LLMs. CoRR abs/2408.11939 (2024) - [i22]Anzhelika Kolinko, Md Hasibul Amin, Ramtin Zand, Jason Bakos:
XbarSim: A Decomposition-Based Memristive Crossbar Simulator. CoRR abs/2410.19993 (2024) - 2023
- [c25]Mohammadreza Mohammadi, Heath Smith, Lareb Khan, Ramtin Zand:
Facial Expression Recognition at the Edge: CPU vs GPU vs VPU vs TPU. ACM Great Lakes Symposium on VLSI 2023: 243-248 - [c24]Mohammed E. Elbtity, Brendan Reidy, Md Hasibul Amin, Ramtin Zand:
Heterogeneous Integration of In-Memory Analog Computing Architectures with Tensor Processing Units. ACM Great Lakes Symposium on VLSI 2023: 607-612 - [c23]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
IMAC-Sim: : A Circuit-level Simulator For In-Memory Analog Computing Architectures. ACM Great Lakes Symposium on VLSI 2023: 659-664 - [c22]Mohammadreza Mohammadi, Sheng-En Huang, Titon Barua, Ioannis M. Rekleitis, Md Jahidul Islam, Ramtin Zand:
Caveline Detection at the Edge for Autonomous Underwater Cave Exploration and Mapping. ICMLA 2023: 1392-1398 - [c21]Heath Smith, James Seekings, Mohammadreza Mohammadi, Ramtin Zand:
Realtime Facial Expression Recognition: Neuromorphic Hardware vs. Edge AI Accelerators. ICMLA 2023: 1547-1552 - [c20]Joseph Lindsay, Ramtin Zand:
A Novel Stochastic LSTM Model Inspired by Quantum Machine Learning. ISQED 2023: 1-8 - [c19]Brendan Reidy, David Duggan, Bernard Glasauer, Peng Su, Ramtin Zand:
Application of Machine Learning for Quality Risk Factor Analysis of Electronic Assemblies. ISQED 2023: 1-6 - [c18]Brendan Reidy, Mohammadreza Mohammadi, Mohammed E. Elbtity, Heath Smith, Ramtin Zand:
Work in Progress: Real-time Transformer Inference on Edge AI Accelerators. RTAS 2023: 341-344 - [i21]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
IMAC-Sim: A Circuit-level Simulator For In-Memory Analog Computing Architectures. CoRR abs/2304.09252 (2023) - [i20]Mohammed E. Elbtity, Brendan Reidy, Md Hasibul Amin, Ramtin Zand:
Heterogeneous Integration of In-Memory Analog Computing Architectures with Tensor Processing Units. CoRR abs/2304.09258 (2023) - [i19]Joseph Lindsay, Ramtin Zand:
A Novel Stochastic LSTM Model Inspired by Quantum Machine Learning. CoRR abs/2305.10212 (2023) - [i18]Mohammadreza Mohammadi, Heath Smith, Lareb Khan, Ramtin Zand:
Facial Expression Recognition at the Edge: CPU vs GPU vs VPU vs TPU. CoRR abs/2305.15422 (2023) - 2022
- [j14]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
Xbar-Partitioning: A Practical Way for Parasitics and Noise Tolerance in Analog IMC Circuits. IEEE J. Emerg. Sel. Topics Circuits Syst. 12(4): 867-877 (2022) - [j13]Mohammadreza Mohammadi, Peyton Chandarana, James Seekings, Sara Hendrix, Ramtin Zand:
Static hand gesture recognition for American sign language using neuromorphic hardware. Neuromorph. Comput. Eng. 2(4): 44005 (2022) - [j12]Mohammed E. Elbtity, Peyton Chandarana, Brendan Reidy, Jason Kamran Eshraghian, Ramtin Zand:
APTPU: Approximate Computing Based Tensor Processing Unit. IEEE Trans. Circuits Syst. I Regul. Pap. 69(12): 5135-5146 (2022) - [c17]Md Hasibul Amin, Mohammed E. Elbtity, Mohammadreza Mohammadi, Ramtin Zand:
MRAM-based Analog Sigmoid Function for In-memory Computing. ACM Great Lakes Symposium on VLSI 2022: 319-323 - [c16]Peyton Chandarana, Mohammadreza Mohammadi, James Seekings, Ramtin Zand:
Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware. IGSC 2022: 1-7 - [c15]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
Interconnect Parasitics and Partitioning in Fully-Analog In-Memory Computing Architectures. ISCAS 2022: 389-393 - [i17]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
Interconnect Parasitics and Partitioning in Fully-Analog In-Memory Computing Architectures. CoRR abs/2201.12480 (2022) - [i16]Md Hasibul Amin, Mohammed E. Elbtity, Mohammadreza Mohammadi, Ramtin Zand:
MRAM-based Analog Sigmoid Function for In-memory Computing. CoRR abs/2204.09918 (2022) - [i15]Mohammedreza Mohammadi, Peyton Chandarana, James Seekings, Sara Hendrix, Ramtin Zand:
Static Hand Gesture Recognition for American Sign Language using Neuromorphic Hardware. CoRR abs/2207.12559 (2022) - [i14]Peyton Chandarana, Mohammadreza Mohammadi, James Seekings, Ramtin Zand:
Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware. CoRR abs/2210.05006 (2022) - [i13]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
A Python Framework for SPICE Circuit Simulation of In-Memory Analog Computing Circuits. CoRR abs/2210.17410 (2022) - [i12]Md Hasibul Amin, Mohammed E. Elbtity, Ramtin Zand:
Reliability-Aware Deployment of DNNs on In-Memory Analog Computing Architectures. CoRR abs/2211.00590 (2022) - 2021
- [j11]Hossein Pourmeidani, Shadi Sheikhfaal, Ramtin Zand, Ronald F. DeMara:
Probabilistic Interpolation Recoder for Energy-Error-Product Efficient DBNs With p-Bit Devices. IEEE Trans. Emerg. Top. Comput. 9(4): 2146-2157 (2021) - [c14]Peyton Chandarana, Junlin Ou, Ramtin Zand:
An Adaptive Sampling and Edge Detection Approach for Encoding Static Images for Spiking Neural Networks. IGSC (Workshops) 2021: 1-8 - [c13]Mohammed E. Elbtity, Abhishek Singh, Brendan Reidy, Xiaochen Guo, Ramtin Zand:
An In-Memory Analog Computing Co-Processor for Energy-Efficient CNN Inference on Mobile Devices. ISVLSI 2021: 188-193 - [i11]Mohammed E. Elbtity, Abhishek Singh, Brendan Reidy, Xiaochen Guo, Ramtin Zand:
An In-Memory Analog Computing Co-Processor for Energy-Efficient CNN Inference on Mobile Devices. CoRR abs/2105.13904 (2021) - [i10]Peyton Chandarana, Junlin Ou, Ramtin Zand:
An Adaptive Sampling and Edge Detection Approach for Encoding Static Images for Spiking Neural Networks. CoRR abs/2110.10217 (2021) - 2020
- [j10]Ehsan Jokar, Sajad Haghzad Klidbary, Hadis Abolfathi, Saeed Bagheri Shouraki, Ramtin Zand, Arash Ahmadi:
Hardware-Algorithm Co-Design of a Compressed Fuzzy Active Learning Method. IEEE Trans. Circuits Syst. 67-I(12): 4932-4945 (2020) - [c12]Brendan Reidy, Golareh Jalilvand, Tengfei Jiang, Ramtin Zand:
TSV Extrusion Morphology Classification Using Deep Convolutional Neural Networks. ICMLA 2020: 1468-1474 - [c11]Hossein Pourmeidani, Punyashloka Debashis, Zhihong Chen, Ronald F. DeMara, Ramtin Zand:
Electrically-Tunable Stochasticity for Spin-based Neuromorphic Circuits: Self-Adjusting to Variation. MWSCAS 2020: 81-84 - [i9]Hossein Pourmeidani, Punyashloka Debashis, Zhihong Chen, Ronald F. DeMara, Ramtin Zand:
Electrically-Tunable Stochasticity for Spin-based Neuromorphic Circuits: Self-Adjusting to Variation. CoRR abs/2005.00923 (2020) - [i8]Brendan Reidy, Ramtin Zand:
SOT-MRAM based Sigmoidal Neuron for Neuromorphic Architectures. CoRR abs/2006.01238 (2020) - [i7]Brendan Reidy, Golareh Jalilvand, Tengfei Jiang, Ramtin Zand:
TSV Extrusion Morphology Classification Using Deep Convolutional Neural Networks. CoRR abs/2009.10692 (2020) - [i6]Ramtin Zand:
A Single-Cycle MLP Classifier Using Analog MRAM-based Neurons and Synapses. CoRR abs/2012.02695 (2020)
2010 – 2019
- 2019
- [j9]Soheil Salehi, Navid Khoshavi, Ramtin Zand, Ronald F. DeMara:
Self-Organized Sub-bank SHE-MRAM-based LLC: An energy-efficient and variation-immune read and write architecture. Integr. 65: 293-307 (2019) - [j8]Ramtin Zand, Kerem Yunus Çamsari, Supriyo Datta, Ronald F. DeMara:
Composable Probabilistic Inference Networks Using MRAM-based Stochastic Neurons. ACM J. Emerg. Technol. Comput. Syst. 15(2): 17:1-17:22 (2019) - [j7]Ramtin Zand, Ronald F. DeMara:
MRAM-Enhanced Low Power Reconfigurable Fabric With Multi-Level Variation Tolerance. IEEE Trans. Circuits Syst. I Regul. Pap. 66-I(12): 4662-4672 (2019) - [c10]Ramtin Zand, Ronald F. DeMara:
HSC-FPGA. FPGA 2019: 118-119 - [c9]Soheil Salehi, Ramtin Zand, Alireza Zaeemzadeh, Nazanin Rahnavard, Ronald F. DeMara:
AQuRate: MRAM-based Stochastic Oscillator for Adaptive Quantization Rate Sampling of Sparse Signals. ACM Great Lakes Symposium on VLSI 2019: 359-362 - [c8]Soheil Salehi, Ramtin Zand, Ronald F. DeMara:
Clockless Spin-based Look-Up Tables with Wide Read Margin. ACM Great Lakes Symposium on VLSI 2019: 363-366 - [i5]Ramtin Zand, Ronald F. DeMara:
SNRA: A Spintronic Neuromorphic Reconfigurable Array for In-Circuit Training and Evaluation of Deep Belief Networks. CoRR abs/1901.02415 (2019) - [i4]Soheil Salehi, Ramtin Zand, Alireza Zaeemzadeh, Nazanin Rahnavard, Ronald F. DeMara:
AQuRate: MRAM-based Stochastic Oscillator for Adaptive Quantization Rate Sampling of Sparse Signals. CoRR abs/1903.00971 (2019) - [i3]Soheil Salehi, Ramtin Zand, Ronald F. DeMara:
Clockless Spin-based Look-Up Tables with Wide Read Margin. CoRR abs/1903.00978 (2019) - 2018
- [j6]Rashad S. Oreifej, Rawad N. Al-Haddad, Ramtin Zand, Rizwan A. Ashraf, Ronald F. DeMara:
Survivability Modeling and Resource Planning for Self-Repairing Reconfigurable Device Fabrics. IEEE Trans. Cybern. 48(2): 780-792 (2018) - [j5]Arman Roohi, Ramtin Zand, Shaahin Angizi, Ronald F. DeMara:
A Parity-Preserving Reversible QCA Gate with Self-Checking Cascadable Resiliency. IEEE Trans. Emerg. Top. Comput. 6(4): 450-459 (2018) - [c7]Arman Roohi, Ramtin Zand, Ronald F. DeMara:
Logic-Encrypted Synthesis for Energy-Harvesting-Powered Spintronic-Embedded Datapath Design. ACM Great Lakes Symposium on VLSI 2018: 9-14 - [c6]Ramtin Zand, Kerem Yunus Çamsari, Steven D. Pyle, Ibrahim Ahmed, Chris H. Kim, Ronald F. DeMara:
Low-Energy Deep Belief Networks Using Intrinsic Sigmoidal Spintronic-based Probabilistic Neurons. ACM Great Lakes Symposium on VLSI 2018: 15-20 - [c5]Ramtin Zand, Ronald F. DeMara:
SNRA: A Spintronic Neuromorphic Reconfigurable Array for In-Circuit Training and Evaluation of Deep Belief Networks. ICRC 2018: 1-9 - [c4]Arman Roohi, Ramtin Zand, Ronald F. DeMara:
Synthesis of normally-off boolean circuits: An evolutionary optimization approach utilizing spintronic devices. ISQED 2018: 49-54 - [i2]Ramtin Zand, Kerem Yunus Çamsari, Supriyo Datta, Ronald F. DeMara:
Composable Probabilistic Inference Networks Using MRAM-based Stochastic Neurons. CoRR abs/1811.11390 (2018) - 2017
- [j4]Mohan Krishna Gopi Krishna, Arman Roohi, Ramtin Zand, Ronald F. DeMara:
Heterogeneous energy-sparing reconfigurable logic: spin-based storage and CNFET-based multiplexing. IET Circuits Devices Syst. 11(3): 274-279 (2017) - [j3]Arman Roohi, Ramtin Zand, Deliang Fan, Ronald F. DeMara:
Voltage-Based Concatenatable Full Adder Using Spin Hall Effect Switching. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 36(12): 2134-2138 (2017) - [j2]Ramtin Zand, Arman Roohi, Ronald F. DeMara:
Energy-Efficient and Process-Variation-Resilient Write Circuit Schemes for Spin Hall Effect MRAM Device. IEEE Trans. Very Large Scale Integr. Syst. 25(9): 2394-2401 (2017) - [c3]Ronald F. DeMara, Arman Roohi, Ramtin Zand, Steven D. Pyle:
Heterogeneous Technology Configurable Fabrics for Field-Programmable Co-Design of CMOS and Spin-Based Devices. ICRC 2017: 1-4 - [i1]Ramtin Zand, Kerem Yunus Çamsari, Ibrahim Ahmed, Steven D. Pyle, Chris H. Kim, Supriyo Datta, Ronald F. DeMara:
R-DBN: A Resistive Deep Belief Network Architecture Leveraging the Intrinsic Behavior of Probabilistic Devices. CoRR abs/1710.00249 (2017) - 2016
- [j1]Ramtin Zand, Arman Roohi, Soheil Salehi, Ronald F. DeMara:
Scalable Adaptive Spintronic Reconfigurable Logic Using Area-Matched MTJ Design. IEEE Trans. Circuits Syst. II Express Briefs 63-II(7): 678-682 (2016) - 2015
- [c2]Rizwan A. Ashraf, Ahmad Alzahrani, Navid Khoshavi, Ramtin Zand, Soheil Salehi, Arman Roohi, Mingjie Lin, Ronald F. DeMara:
Reactive rejuvenation of CMOS logic paths using self-activating voltage domains. ISCAS 2015: 2944-2947 - [c1]Rawad N. Al-Haddad, Rashad S. Oreifej, Ramtin Zand, Abdel Ejnioui, Ronald F. DeMara:
Adaptive Mitigation of Radiation-Induced Errors and TDDB in Reconfigurable Logic Fabrics. NATW 2015: 23-32
Coauthor Index
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