Publications

The scientific results of TEMPO are published in a broad range of books, journals, conference proceedings and academic theses. Discover all the project publications here.

Publications

Network insensitivity to parameter noise via adversarial regularization

  • Julian Büchel, Fynn Faber and Dylan R. Muir
  • 25 - 29.04.2022
  • International Conference on Learning Representations (ICLR)
  • Link to document

LARGO : a 131k-Neuron 1M-Synapse 1.66-pJ/SOP spiking convolutional neural network in 28-nm FDSOI

  • Thomas Mesquida, François Rummens, Ivan Miro-Panades, Manon Dampfhoffer, Elisa Vianello and Alexandre Valentian
  • 07.01.2022
  • IEEE Internation Conference on AI Circuits and Systems
  • Link to document

Brain-inspired strategies for optimizing the design of neuromorphic sensory-processing systems

  • Giacomo Indiveri
  • 14.12.2021
  • IEEE International Electron Devices Meeting (IEDM)
  • Link to document

In-Memory Computing exceeding 10000 TOPS/W using Ferroelectric Field Effect Transistors for EdgeAI Applications

  • N. Laleni, T. Soliman, F. Muller, S. Mojumder, T. Kirchner, M. Lederer, T. Hoffmann, A. Guntoro, N. Wehn, T. Kampfe
  • 08 - 10.11.2021
  • MikroSystemTechnik Congress
  • Link to document

Radar-Based Gesture Recognition System using Spiking Neural Network

  • Muhammad Arsalan,Mateusz Chmurski, Avik Santra, Moamen El-Masry, Gianfranco Mauro, Vadim Issakov
  • 07.09.2021
  • IEEE International Conference on Emerging Technologies and Factory Automation
  • Link to document

Resource Efficient Gesture Sensing Based on FMCW Radar using Spiking Neural Networks

  • Muhammad Arsalan,Mateusz Chmurski, Avik Santra, Moamen El-Masry, Robert Weigel, Vadim Issakov
  • 27.08.2021
  • IEEE MTT-S International Microwave Symposium (IMS)
  • Link to document

In-Memory Computing mit ferroelektischen Feldeffekttransistoren für EdgeAI Anwendungen

  • Nelli Laleni, Taha Soliman, Shaown Mojumder, Tobias Kirchner, Maximilian Lederer, Andre Guntoro, Norbert Wehn, Thomas Kämpfe
  • 08 - 10.11.2021
  • MikroSystemTechnik Kongress
  • Link to document

Exploiting FeFET Switching Stochasticity for Low-Power Reconfigurable Physical Unclonable Function

  • Xinrui Guo, Xiaoyang Ma, Franz Müller, Ricardo Olivo, Juejian Wu, Kai Ni, Thomas Kämpfe, Yongpan Liu, Huazhong Yang, and Xueqing Li
  • 06 - 9.09.2021
  • European Solid State Circuits Conference (ESSCIRC)
  • Link to document

Influence of microstructure on the variability and current percolation paths in ferroelectric hafnium oxide based neuromorphic FeFET synapses

  • M. Lederer, F. Müller, A. Varanasi, R. Olivo, K. Mertens, D. Lehninger, Y. Raffel, R. Hoffmann, T. Ali, K. Seidel, T. Kämpfe, L.M. Eng
  • 13.06.2021
  • Silicon Nanoelectronics Workshop (SNW)
  • Link to document

Impact of the ferroelectric and interface layer optimization in a MFIS HZO based Ferroelectric Tunnel Junction for optimal neuromorphic based synaptic storage

  • Tarek Ali, Ayse Sünbül, Konstantin Mertens, Ricardo Revello, Maximilian Lederer, David Lehninger, Franz Müller, Kati Kühnel, Matthias Rudolph, Sebastien Oehler, Raik Hoffmann, Katrin Zimmermann, Kati Biedermann, Malte Czernohorsky, Konrad Seidel, Thomas Kämpfe, Lukas M. Eng
  • 13.06.2021
  • Silicon Nanoelectronics Workshop (SNW)
  • Link to document

Benchmarking the Epiphany processor as a reference neuromorphic architecture

  • Maarten Molendijk, Kanishkan Vadivel, Federico Corradi, Gert-Jan van Schaik, Amirreza Yousefzadeh, Henk Corporaal
  • 06 - 09.06.2021
  • International Conference on Artificial Intelligence Circuits and Systems (AICAS)
  • Link to document

Adaptable approximation based on bit decomposition for Deep Neural Network accelerators

  • T. Soliman, C. De La Parra, A. Guntoro and N. Wehn
  • 06 - 09.06.2021
  • International Conference on Artificial Intelligence Circuits and Systems (AICAS)
  • Link to document

Microstructural implications for neuromorphic synapses based on ferroelectric hafnium oxide

  • Franz Müller , Maximilian Lederer , Ricardo Olivo , André Reck , Tarek Ali , Konrad Seidel , Thomas Kämpfe
  • 16 - 21.05.2021
  • IEEE International Symposium on Applications of Ferroelectrics (ISAF)
  • Link to document

Impact of parasitic wire resistance on accuracy and size of resistive crossbars

  • Lei Zhang, David Borggreve, Frank Vanselow, Ralf Brederlow
  • 22 - 28.05.2021
  • IEEE International Symposium on Circuits and Systems (ISCAS)
  • Link to document

Exploiting resiliency for Kernel-wise CNN approximation enabled by adaptive hardware Design

  • Cecilia De la Parra, Ahmed El-Yamany, Taha Soliman, Akash Kumar, Norbert Wehn, Andre Guntoro,
  • 22 - 28.05.2021
  • IEEE International Symposium on Circuits and Systems (ISCAS)
  • Link to document

Les approches hardware de l'IA économe en énergie

In-Memory nearest neighbor search with FeFET multi-bit content-addressable memories

  • Arman Kazemi, Mohammad Mehdi Sharifi, Ann Franchesca Laguna, Franz Müller, Ramin Rajaei, Ricardo Olivo, Thomas Kämpfe, Michael Niemier, X. Sharon Hu
  • 01 - 05.02.2021
  • Design, Automation & Test in Europe (DATE)
  • Link to document

A novel DRAM-based process-in-memory architecture and its implementation for CNNs

  • Taha Soliman, Chirag Sudarshan, Cecilia De la Parra, Christian Weis, Leonardo Ecco, Matthias Jung, Norbert Wehn, Andre Guntoro
  • 18 - 21.01.2021
  • Asia and South Pacific Design Automation Conference (ASP-DAC)
  • Link to document

High-density 3D monolithically integrated multiple 1T1R multi-level-cell for neural networks

  • Eduardo Esmanhotto, Laurent Brunet, Niccolo Castellani, Djohan Bonnet, Thomas Dalgaty, Laurent Grenouillet, Denys R B Ly, Carlo Cagli, Christian Vizioz, Nacima Allouti, Fabien Laulagnet, Olivier Gully, Nathalie Bernard-Henriques, Marc Bocquet, Gabriel Molas, Pascal Vivet, Damien Querlioz, Jean-Michel Portal, Subhasish Mitra, François Andrieu, Claire Fenouillet-Beranger, Etienne Nowak, Elisa Vianello
  • 12 - 18.12.2020
  • IEEE International Electron Devices Meeting (IEDM)
  • Link to document

Ultra low power flexible precision FeFET based analog in-memory computing

  • Taha Soliman, Franz Müller, Tobias Kirchner, Tudor Hoffmann, Heba Ganem, Emil Karimov, Tarek Ali, Maximilian Lederer, Chirag Sudarshan, Thomas Kämpfe, Andre Guntoro, Norbert When
  • 12 - 18.12.2020
  • IEEE International Electron Devices Meeting (IEDM)
  • Link to document

A Ferroelectric FET based in-memory architecture for multi-precision neural networks

  • Taha Soliman, Ricardo Olivo, Maximilian Lederer, Thomas Kämpfe, Tobias Kirchner, Andre Guntoro, Norbert Wehn
  • 20.09.2020
  • IEEE International System-on-Chip Conference (SOCC)
  • Link to document

Quantization considerations of dense layers in convolutional neural networks for resistive crossbar implementation

  • Lei Zhang, David Borggreve, Frank Vanselow, Ralf Brederlow
  • 07 - 09.09.2020
  • International Conference on Modern Circuits and Systems Technologies (MOCAST)
  • Link to document

Efficient FeFET crossbar accelerator for binary neural networks

  • Taha Soliman, Ricardo Olivo, Tobias Kirchner, Cecilia De La Parra, Maximilian Lederer, Thomas Kämpfe, Andre Guntoro, Norbert Wehn
  • 06 - 08-07.2020
  • International Conference on Application-specific Systems, Architectures and Processors (ASAP)
  • Link to document

Learning representations for neural networks applied to spectrum-based direction-of-arrival estimation for automotive radar

  • Maximilian Gall, Markus Gardill, Jonas Fuchs, Thomas Horn
  • 23 - 25.06.2020
  • MTT-S International Microwave Symposium (IMS)
  • Link to document

Spectrum-based Single-Snapshot Super-Resolution Direction-of-Arrival Estimation using Deep Learning

  • Maximilian Gall, Markus Gardill, Thomas Horn, Jonas Fuchs
  • 09 - 11.03.2020
  • German Microwave Conference (GeMiC)
  • Link to document

Tuneable linearity in HfO2 based multilevel FeFETs for neuromorphic computing

  • Maximilian Lederer, Thomas Kämpfe, Tarek Ali, Konrad Seidel
  • 16 - 19.09.2019
  • European Materials Research Society (E-MRS)
  • Link to document

Crystallographic phase and orientation mapping of ferroelectric HfO2 thin films by transmission Kikuchi diffraction

  • Maximilian Lederer, Thomas Kämpfe, Clemens Mart, Tarek Ali, Lisa Roy, Konrad Seidel
  • 30.08.2019
  • Dresden Nanoanalysis Symposium (DNS)
  • Link to document

Influences on the nonlinearity of ferroelectric synapses for neuromorphic computing

  • Maximilian Lederer, Thomas Kämpfe, Tarek Ali, Yuan Gao, Konrad Seidel
  • 11 - 14.08.2019
  • International Symposium on Integrated Functionalities (ISIF)
  • Link to document

Network insensitivity to parameter noise via adversarial regularization

Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors

  • Julian Büchel, Dmitrii Zendrikov, Sergio Solinas, Giacomo Indiveri and Dylan R. Muir
  • 03.12.2021
  • Nature, Scientific Reports
  • Link to document

Enabling technologies for the future heterogeneous neuromorphic accelerators

  • Elisa Vianello, Alexandre Valentian
  • 12.01.2022
  • Journal Neuromorphic Computing and Engineering
  • Link to document

Highly-Optimized radar-based gesture recognition system with depthwise expansion module

  • Mateusz Chmurski, Gianfranco Mauro, Avik Santra, Mariusz Zubert, Gökberk Dagasan
  • 02.11.2021
  • MDPI Sensors
  • Link to document

FeFET Multi-Bit Content-Addressable Memories for In-Memory Nearest Neighbor Search

  • Arman Kazemi, Mohammad Mehdi Sharifi, Ann Franchesca Balon Laguna, Franz Muller, Xunzhao Yin, Thomas Kampfe, Michael Niemier, X. Sharon Hu
  • 20.12.2021
  • IEEE Transactions on Computers
  • Link to document

Analysis of Edge-Optimized Deep Learning classifiers for radar-based gesture recognition

  • Mateusz Chmurski, Mariusz Zubert; Kay Bierzynski, Avik Santra
  • 17.05.2021
  • IEEE Access
  • Link to document

Ferroelectric field effect transistors as a synapse for neuromorphic application

  • Maximilian Lederer, Thomas Kämpfe, Tarek Ali, Franz Müller, Ricardo Olivo, Raik Hoffmann, Nelli Laleni, Konrad Seidel
  • 31.03.2021
  • IEEE Transactions on Electron Devices
  • Link to document

Neuromorphic Intelligence: brain-inspired strategies for efficient computation in spiking neural networks

  • Giacomo Indiveri
  • 16.09.2021
  • International Workshop on Artificial life and evolutionary computation
  • Link to document

Neuromorphic Intelligence: brain inspired artificial intelligence circuits and systems for extreme edge computing applications

  • Giacomo Indiveri
  • 15 - 17.08.2021
  • Invited lecture Dipartimento Politecnico di Ingegneria e Architettura, University of Udine
  • Link to document

Efficient hardware approximation for bit-decomposition based Deep Neural Network

  • Taha Soliman, Amro Eldebiky, Cecilia De La Parra, Andre Guntoro, Norbert Wehn
  • 11 - 15.07.2021
  • Design Automation Conference (DAC)
  • Link to document

Brain-inspired strategies for low-power artificial intelligence computing systems

  • Giacomo Indiveri
  • 10.07.2021
  • World Artificial Intelligence Conference
  • Link to document

Bio-inspired neuromorphic circuits architectures

Neuromorphic intelligence: Brain-inspired processing technologies for extreme-edge use cases

  • Giacomo Indiveri
  • 21.05.2021
  • IEEE International Symposium on Circuits and Systems (ISCAS)
  • Link to document

Brain-inspired strategies for minimizing power consumption in spiking neural network hardware

  • Giacomo Indiveri
  • 04.05.2021
  • Multidisciplinary Institute in Artificial Intelligence (MIAI)
  • Link to document

Women in neuroengineering: a male PI’s experience

  • Giacomo Indiveri
  • 04.05.2021
  • International IEEE/EMBS Conference on Neural Engineering (NER!21)
  • Link to document

AI chips for the edge – New computing architectures for low-power AI

  • A. Valentian, W. Weinreich
  • 23.04.2021
  • EU Japan Symposium on semiconductors
  • Link to document

Mind, brain and body of neuromorphic cognitive agents

  • Giacomo Indiveri
  • 24.03.2021
  • International Workshop on Embodied Intelligence
  • Link to document

Invited lecture

What is Neuromorphic Engineering?

  • Giacomo Indiveri
  • 03.11.2020
  • Educational Webinar on Neuromorphic Computing Technologies
  • Link to document

CEA-Leti technology platform serving more Moore innovative and disruptive technologies

  • F. Nemouchi, F. Andrieu, M. Vinet, S. Baraud, L. Brunet, E. Vianello, L. Pain, L. Clavelier, Y. Le Tiec, D. Louis
  • 23.07.2020
  • CEA-Leti technology forum
  • Link to document

NeuroEvolution: advancements in evolving neural networks

TEMPO: Exploration of Spiking Neuronal Network Hardware

  • M. El-Masry and K. Bierzynski
  • 30.01.2020
  • Infineon internal #digitization Talk
  • Link to document

Hardware and automotive a tier1 supplier approach

  • Jean Luc di Paola Galloni
  • 17.01.2020
  • Workshops on reference testing and experimentation facilities for Artificial Intelligence in the Digital Europe Programme
  • Link to document

Driving innovative & disruption: edge-AI made in/by and for Europe

  • Thomas Kämpfe
  • 17.01.2020
  • Workshops on reference testing and experimentation facilities for Artificial Intelligence in the Digital Europe Programme
  • Link to document

New technological paths for high performance chips targeting HPC and edge

  • Peter Debacker
  • 5-6.11.2019
  • EXDCI-2 (European Extreme Data & Computing Initiative) workshop
  • Link to document

Tiny AI applications

Overview about the TEMPO project

Currently no content

More results

Publications

Publications

The scientific results of TEMPO are published in a broad range of books, journals, conference proceedings and academic theses.

deliverables

Deliverables

The project activities and results are reported in the project deliverables.

event docs

Event docs

TEMPO organizes workshops and webinars, and participates to exhibitions and trade shows.

project docs

Project docs

The project’s ambitions and activities of TEMPO are described in project leaflets and posters.