Abbas Rahimi  Abbas Rahimi photo         

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Research Staff Member
Zurich Research Laboratory, Zurich, Switzerland
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More information:  Google Scholar  |  Neuromorphic and In-memory Computing


2021

Assessing Robustness of Hyperdimensional Computing Against Errors in Associative Memory
Sizhe Zhang, Ruixuan Wang, Jeff Jun Zhang, Abbas Rahimi, Xun Jiao
International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2021
Abstract

Near-channel classifier: symbiotic communication and classification in high-dimensional space
Michael Hersche, Stefan Lippuner, Matthias Korb, Luca Benini, Abbas Rahimi
Brain Informatics 8(16), 2021
Abstract

Fulfilling Brain-inspired Hyperdimensional Computing with In-memory Computing
Abbas Rahimi, Manuel Le Gallo, Abu Sebastian
Ercim News2021
Abstract

A 5 uW Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing
Manuel Eggimann, Abbas Rahimi, Luca Benini
IEEE Transactions on Circuits and Systems I, 2021
Abstract

A Primer on Hyperdimensional Computing for iEEG Seizure Detection
Kaspar A. Schindler, Abbas Rahimi
Frontiers in Neurology, Frontiers, 2021
Abstract

Real-time Language Recognition using Hyperdimensional Computing on Phase-change Memory Array
Geethan Karunaratne, Abbas Rahimi, Manuel Le Gallo, Giovanni Cherubini, Abu Sebastian
2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS), IEEE
Abstract

Energy Efficient In-memory Hyperdimensional Encoding for Spatio-temporal Signal Processing
Geethan Karunaratne, Manuel Le Gallo, Michael Hersche, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
IEEE Transactions on Circuits and Systems II: Express Briefs, 1-1, 2021
Abstract

A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition
Ali Moin, Andy Zhou, Abbas Rahimi, Alisha Menon, Simone Benatti, George Alexandrov, Senam Tamakloe, Jonathan Ting, Natasha Yamamoto, Yasser Khan, Fred Burghardt, Luca Benini, Ana C. Arias, Jan M. Rabaey
Nature Electronics, 2021


Robust high-dimensional memory-augmented neural networks
Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
Nature Communications 12(1), 2468, 2021
Abstract


2020

Explainable deep learning for medical time series data
Thomas Frick, Stefan Gluge, Abbas Rahimi, Luca Benini, Thomas Brunschwiler
International Conference on Wireless Mobile Communication and Healthcare (MobiHealth), Springer, 2020
Abstract

Binarization Methods for Motor-Imagery Brain-Computer Interface Classification
Michael Hersche, Luca Benini, Abbas Rahimi
IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2020
Abstract

Integrating event-based dynamic vision sensors with sparse hyperdimensional computing: a low-power accelerator with online learning capability
Michael Hersche, Edoardo Mello Rella, Alfio Di Mauro, Luca Benini, Abbas Rahimi
Proceedings of the ACM/IEEE International Symposium on Low Power Electronics and Design, pp. 169-174, 2020
Abstract

An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection with Automatic iEEG Electrode Selection
Alessio Burrello, Simone Benatti, Kaspar Anton Schindler, Luca Benini, Abbas Rahimi
IEEE Journal of Biomedical and Health Informatics pp. 99, 1-1, 2020
Abstract

Autoscaling Bloom filter: controlling trade-off between true and false positives
Denis Kleyko, Abbas Rahimi, Ross W. Gayler, Evgeny Osipov
Neural Computing and Applications 32(8), 3675-3684, 2020
Abstract

Compressing Subject-specific Brain-Computer Interface Models into One Model by Superposition in Hyperdimensional Space
Michael Hersche, Philipp Rupp, Luca Benini, Abbas Rahimi
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 246-251
Abstract

Binary Models for Motor-Imagery Brain-Computer Interfaces: Sparse Random Projection and Binarized SVM
Michael Hersche, Luca Benini, Abbas Rahimi
2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), pp. 163-167
Abstract

Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components
Michael Hersche, Sara Sangalli, Luca Benini, Abbas Rahimi
2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), pp. 281-285
Abstract

Hyperdimensional Computing With Local Binary Patterns: One-Shot Learning of Seizure Onset and Identification of Ictogenic Brain Regions Using Short-Time iEEG Recordings
Alessio Burrello, Kaspar Schindler, Luca Benini, Abbas Rahimi
IEEE Transactions on Biomedical Engineering 67(2), 601-613, 2020
Abstract

Hyperdimensional computing nanosystem: in-memory computing using monolithic 3D integration of RRAM and CNFET
Abbas Rahimi, Tony F. Wu, Haitong Li, Jan M. Rabaey, H.-S. Philip Wong, Max M. Shulaker, Subhasish Mitra
Memristive Devices for Brain-Inspired Computing, pp. 195-219, 2020
Abstract

In-memory hyperdimensional computing
G. Karunaratne, M. Le Gallo, G. Cherubini, L. Benini, A. Rahimi, A. Sebastian
Nature Electronics 3(6), 327-337, 2020
Abstract


2019

Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform Using Hyperdimensional Computing
Simone Benatti, Fabio Montagna, Victor Kartsch, Abbas Rahimi, Davide Rossi, Luca Benini
IEEE Transactions on Biomedical Circuits and Systems 13(3), 516-528, 2019
Abstract

Hyperdimensional Computing-based Multimodality Emotion Recognition with Physiological Signals
En-Jui Chang, Abbas Rahimi, Luca Benini, An-Yeu Andy Wu
2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), pp. 137-141
Abstract

Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms
Alessio Burrello, Lukas Cavigelli, Kaspar Schindler, Luca Benini, Abbas Rahimi
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 752-757
Abstract

Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory
Manuel Schmuck, Luca Benini, Abbas Rahimi
ACM Journal on Emerging Technologies in Computing Systems 15(4), 2019
Abstract

Applications of computation-in-memory architectures based on memristive devices
Said Hamdioui, Hoang Anh Du Nguyen, Mottaqiallah Taouil, Abu Sebastian, Manuel Le Gallo, Sandeep Pande, Siebren Schaafsma, Francky Catthoor, Shidhartha Das, Fernando G Redondo, others
2019 Design, Automation \& Test in Europe Conference \& Exhibition (DATE), pp. 486--491
Abstract

Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals
Abbas Rahimi, Pentti Kanerva, Luca Benini, Jan M. Rabaey
Proceedings of the IEEE 107(1), 123-143, 2019
Abstract

Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing
Ali Moin, Andy Zhou, Simone Benatti, Abbas Rahimi, Luca Benini, Jan M. Rabaey
arXiv: Human-Computer Interaction, 2019
Abstract


2018

HDNA: Energy-efficient DNA sequencing using hyperdimensional computing
Mohsen Imani, Tarek Nassar, Abbas Rahimi, Tajana Rosing
2018 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), pp. 271-274
Abstract

Hyperdimensional Computing Nanosystem
Abbas Rahimi, Tony F. Wu, Haitong Li, Jan M. Rabaey, H. S. Philip Wong, Max M. Shulaker, Subhasish Mitra
arXiv preprint arXiv:1811.09557, 2018
Abstract

An 826 MOPS, 210uW/MHz Unum ALU in 65 nm
Florian Glaser, Stefan Mach, Abbas Rahimi, Frank K. Gurkaynak, Qiuting Huang, Luca Benini
2018 IEEE International Symposium on Circuits and Systems (ISCAS)
Abstract

Fast and Accurate Multiclass Inference for MI-BCIs Using Large Multiscale Temporal and Spectral Features
Michael Hersche, Tino Rellstab, Pasquale Davide Schiavone, Lukas Cavigelli, Luca Benini, Abbas Rahimi
arXiv preprint arXiv:1806.06823, 2018
Abstract

CLIM: A Cross-Level Workload-Aware Timing Error Prediction Model for Functional Units
Xun Jiao, Abbas Rahimi, Yu Jiang, Jianguo Wang, Hamed Fatemi, Jose Pineda de Gyvez, Rajesh K. Gupta
IEEE Transactions on Computers 67(6), 771-783, 2018
Abstract

One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing
Alessio Burrello, Kaspar Schindler, Luca Benini, Abbas Rahimi
2018 IEEE Biomedical Circuits and Systems Conference (BioCAS)
Abstract

Classification and Recall With Binary Hyperdimensional Computing: Tradeoffs in Choice of Density and Mapping Characteristics
Denis Kleyko, Abbas Rahimi, Dmitri A. Rachkovskij, Evgeny Osipov, Jan M. Rabaey
IEEE Transactions on Neural Networks 29(12), 5880-5898, 2018
Abstract

Brain-inspired computing exploiting carbon nanotube FETs and resistive RAM: Hyperdimensional computing case study
Tony F. Wu, Haitong Li, Ping-Chen Huang, Abbas Rahimi, Jan M. Rabaey, H.-S. Philip Wong, Max M. Shulaker, Subhasish Mitra
2018 IEEE International Solid - State Circuits Conference - (ISSCC), pp. 492-494
Abstract

PULP-HD: accelerating brain-inspired high-dimensional computing on a parallel ultra-low power platform
Fabio Montagna, Abbas Rahimi, Simone Benatti, Davide Rossi, Luca Benini
Proceedings of the 55th Annual Design Automation Conference on , pp. 1-6, 2018
Abstract

An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier
Ali Moin, Andy Zhou, Abbas Rahimi, Simone Benatti, Alisha Menon, Senam Tamakloe, Jonathan Ting, Natasha Yamamoto, Yasser Khan, Fred Burghardt, Luca Benini, Ana C. Arias, Jan M. Rabaey
2018 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5
Abstract


2017

VoiceHD: Hyperdimensional Computing for Efficient Speech Recognition
Mohsen Imani, Deqian Kong, Abbas Rahimi, Tajana Rosing
2017 IEEE International Conference on Rebooting Computing (ICRC), pp. 1-8
Abstract


Human-centric computing The case for a Hyper-Dimensional approach
Jan Rabaey, Abbas Rahimi, Sohum Datta, Miles Rusch, Pentti Kanerva, Bruno Olshausen
2017 7th IEEE International Workshop on Advances in Sensors and Interfaces (IWASI), pp. 29-29
Abstract

Hyperdimensional computing for noninvasive brain-computer interfaces: Blind and one-shot classification of EEG error-related potentials
Abbas Rahimi, Pentti Kanerva, Jose del R. Millan, Jan M. Rabaey
Proceedings of the 10th EAI International Conference on Bio-inspired Information and Communications Technologies (formerly BIONETICS), 2017
Abstract

SLoT: A supervised learning model to predict dynamic timing errors of functional units
Xun Jiao, Yu Jiang, Abbas Rahimi, Rajesh K. Gupta
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017, pp. 1183-1188
Abstract

Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials
Abbas Rahimi, Artiom Tchouprina, Pentti Kanerva, Jose del R. Millan, Jan M. Rabaey
Mobile Networks and Applications, 1-12, 2017
Abstract

High-Dimensional Computing as a Nanoscalable Paradigm
Abbas Rahimi, Sohum Datta, Denis Kleyko, Edward Paxon Frady, Bruno Olshausen, Pentti Kanerva, Jan M. Rabaey
IEEE Transactions on Circuits and Systems I-regular Papers 64(9), 2508-2521, 2017
Abstract

Exploring Hyperdimensional Associative Memory
Mohsen Imani, Abbas Rahimi, Deqian Kong, Tajana Rosing, Jan M. Rabaey
2017 IEEE International Symposium on High Performance Computer Architecture (HPCA), pp. 445-456
Abstract


2016

CIRCA-GPUs: Increasing Instruction Reuse Through Inexact Computing in GP-GPUs
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
IEEE Design & Test of Computers 33(6), 85-92, 2016
Abstract

Resistive Bloom filters: From approximate membership to approximate computing with bounded errors
Vahideh Akhlaghi, Abbas Rahimi, Rajesh K. Gupta
2016 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1441-1444
Abstract

Grater: An approximation workflow for exploiting data-level parallelism in FPGA acceleration
Atieh Lotfi, Abbas Rahimi, Amir Yazdanbakhsh, Hadi Esmaeilzadeh, Rajesh K. Gupta
2016 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1279-1284
Abstract

Variability Mitigation in Nanometer CMOS Integrated Systems: A Survey of Techniques From Circuits to Software
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
Proceedings of the IEEE 104(7), 1410-1448, 2016
Abstract

Associative Memristive Memory for Approximate Computing in GPUs
Amirali Ghofrani, Abbas Rahimi, Miguel A. Lastras-Montano, Luca Benini, Rajesh K. Gupta, Kwang-Ting Cheng
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 6(2), 222-234, 2016
Abstract

Hyperdimensional computing with 3D VRRAM in-memory kernels: Device-architecture co-design for energy-efficient, error-resilient language recognition
Haitong Li, Tony F. Wu, Abbas Rahimi, Kai-Shin Li, Miles Rusch, Chang-Hsien Lin, Juo-Luen Hsu, Mohamed M. Sabry, S. Burc Eryilmaz, Joon Sohn, Wen-Cheng Chiu, Min-Cheng Chen, Tsung-Ta Wu, Jia-Min Shieh, Wen-Kuan Yeh, Jan M. Rabaey, Subhasish Mitra, H.-S. Philip Wong
2016 IEEE International Electron Devices Meeting (IEDM)
Abstract

Resistive configurable associative memory for approximate computing
Mohsen Imani, Abbas Rahimi, Tajana S. Rosing
2016 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1327-1332
Abstract

Hyperdimensional biosignal processing: A case study for EMG-based hand gesture recognition
Abbas Rahimi, Simone Benatti, Pentti Kanerva, Luca Benini, Jan M. Rabaey
2016 IEEE International Conference on Rebooting Computing (ICRC), pp. 1-8
Abstract

A Robust and Energy-Efficient Classifier Using Brain-Inspired Hyperdimensional Computing
Abbas Rahimi, Pentti Kanerva, Jan M. Rabaey
Proceedings of the 2016 International Symposium on Low Power Electronics and Design, pp. 64-69
Abstract


2015

Axilog: Abstractions for Approximate Hardware Design and Reuse
Divya Mahajan, Kartik Ramkrishnan, Rudra Jariwala, Amir Yazdanbakhsh, Jongse Park, Bradley Thwaites, Anandhavel Nagendrakumar, Abbas Rahimi, Hadi Esmaeilzadeh, Kia Bazargan
IEEE Micro 35(5), 16-30, 2015
Abstract

Supervised learning based model for predicting variability-induced timing errors
Xun Jiao, Abbas Rahimi, Balakrishnan Narayanaswamy, Hamed Fatemi, Jose Pineda de Gyvez, Rajesh K. Gupta
2015 IEEE 13th International New Circuits and Systems Conference (NEWCAS), pp. 1-4
Abstract

Aging-Aware Compilation for GP-GPUs
Atieh Lotfi, Abbas Rahimi, Luca Benini, Rajesh K. Gupta
ACM Transactions on Architecture and Code Optimization 12(2), 2015
Abstract

Axilog: language support for approximate hardware design
Amir Yazdanbakhsh, Divya Mahajan, Bradley Thwaites, Jongse Park, Anandhavel Nagendrakumar, Sindhuja Sethuraman, Kartik Ramkrishnan, Nishanthi Ravindran, Rudra Jariwala, Abbas Rahimi, Hadi Esmaeilzadeh, Kia Bazargan
Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition on , pp. 812-817
Abstract

Approximate associative memristive memory for energy-efficient GPUs
Abbas Rahimi, Amirali Ghofrani, Kwang-Ting Cheng, Luca Benini, Rajesh K. Gupta
Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition on , pp. 1497-1502
Abstract


2014

Improving Resilience to Timing Errors by Exposing Variability Effects to Software in Tightly-Coupled Processor Clusters
Abbas Rahimi, Daniele Cesarini, Andrea Marongiu, Rajesh K. Gupta, Luca Benini
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 4(2), 216-229, 2014
Abstract

Energy-Efficient GPGPU Architectures via Collaborative Compilation and Memristive Memory-Based Computing
Abbas Rahimi, Amirali Ghofrani, Miguel Angel Lastras-Montano, Kwang-Ting Cheng, Luca Benini, Rajesh K. Gupta
Proceedings of the 51st Annual Design Automation Conference on , pp. 1-6, 2014
Abstract

Temporal memoization for energy-efficient timing error recovery in GPGPUs
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
2014 Design, Automation & Test in Europe Conference & Exhibition (DATE)
Abstract

Application-Adaptive Guardbanding to Mitigate Static and Dynamic Variability
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
IEEE Transactions on Computers 63(9), 2160-2173, 2014
Abstract


2013

Aging-aware compiler-directed VLIW assignment for GPGPU architectures
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
Proceedings of the 50th Annual Design Automation Conference on , 2013
Abstract

Variation-tolerant OpenMP tasking on tightly-coupled processor clusters
Abbas Rahimi, Andrea Marongiu, Paolo Burgio, Rajesh K. Gupta, Luca Benini
2013 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 541-546
Abstract

ARGO: aging-aware GPGPU register file allocation
Majid Namaki-Shoushtari, Abbas Rahimi, Nikil Dutt, Puneet Gupta, Rajesh K. Gupta
Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis, 2013
Abstract

A variability-aware OpenMP environment for efficient execution of accuracy-configurable computation on shared-FPU processor clusters
Abbas Rahimi, Andrea Marongiu, Rajesh K. Gupta, Luca Benini
Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis, pp. 1-10, 2013
Abstract

Hierarchically focused guardbanding: an adaptive approach to mitigate PVT variations and aging
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
2013 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1695-1700
Abstract

Spatial Memoization: Concurrent Instruction Reuse to Correct Timing Errors in SIMD Architectures
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
IEEE Transactions on Circuits and Systems Ii-express Briefs 60(12), 847-851, 2013
Abstract


2012

Procedure hopping: a low overhead solution to mitigate variability in shared-L1 processor clusters
Abbas Rahimi, Luca Benini, Rajesh Gupta
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design, pp. 415-420
Abstract

Analysis of instruction-level vulnerability to dynamic voltage and temperature variations
Abbas Rahimi, Luca Benini, Rajesh K. Gupta
2012 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1102-1105
Abstract


2011

A fully-synthesizable single-cycle interconnection network for Shared-L1 processor clusters
Abbas Rahimi, Igor Loi, Mohammad Reza Kakoee, Luca Benini
2011 Design, Automation & Test in Europe, pp. 1-6
Abstract