Charlotte Frenkel

Orcid: 0000-0002-1879-0288

Affiliations:
  • Delft University of Technology, The Netherlands


According to our database1, Charlotte Frenkel authored at least 35 papers between 2015 and 2024.

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Bibliography

2024
Introduction to the Special Issue on tinyML.
ACM Trans. Embed. Comput. Syst., May, 2024

Adaptive Robotic Arm Control with a Spiking Recurrent Neural Network on a Digital Accelerator.
CoRR, 2024

EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision.
CoRR, 2024

Active Dendrites Enable Efficient Continual Learning in Time-To-First-Spike Neural Networks.
Proceedings of the 6th IEEE International Conference on AI Circuits and Systems, 2024

2023
Editorial: Focus issue on energy-efficient neuromorphic devices, systems and algorithms.
Neuromorph. Comput. Eng., December, 2023

Bottom-Up and Top-Down Approaches for the Design of Neuromorphic Processing Systems: Tradeoffs and Synergies Between Natural and Artificial Intelligence.
Proc. IEEE, June, 2023

NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking.
CoRR, 2023

Exploring Information-Theoretic Criteria to Accelerate the Tuning of Neuromorphic Level-Crossing ADCs.
Proceedings of the Neuro-Inspired Computational Elements Conference, 2023

Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2023

SPAIC: A sub-μW/Channel, 16-Channel General-Purpose Event-Based Analog Front-End with Dual-Mode Encoders.
Proceedings of the IEEE Biomedical Circuits and Systems Conference, 2023

Online Spatio-Temporal Learning with Target Projection.
Proceedings of the 5th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2023

2022
THOR - A Neuromorphic Processor with 7.29G TSOP$^2$/mm$^2$Js Energy-Throughput Efficiency.
CoRR, 2022

ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales.
Proceedings of the IEEE International Solid-State Circuits Conference, 2022

A 120dB Programmable-Range On-Chip Pulse Generator for Characterizing Ferroelectric Devices.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2022

Stochastic dendrites enable online learning in mixed-signal neuromorphic processing systems.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2022

Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions.
Proceedings of the IEEE Custom Integrated Circuits Conference, 2022

Biologically-inspired training of spiking recurrent neural networks with neuromorphic hardware.
Proceedings of the 4th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2022

2021
Sparsity provides a competitive advantage.
Nat. Mach. Intell., 2021

SleepRunner: A 28-nm FDSOI ULP Cortex-M0 MCU With ULL SRAM and UFBR PVT Compensation for 2.6-3.6-μW/DMIPS 40-80-MHz Active Mode and 131-nW/kB Fully Retentive Deep-Sleep Mode.
IEEE J. Solid State Circuits, 2021

Online Training of Spiking Recurrent Neural Networks with Phase-Change Memory Synapses.
CoRR, 2021

Bottom-Up and Top-Down Neural Processing Systems Design: Neuromorphic Intelligence as the Convergence of Natural and Artificial Intelligence.
CoRR, 2021

PCM-Trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2021

2020
A 28-nm Convolutional Neuromorphic Processor Enabling Online Learning with Spike-Based Retinas.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2020

2019
A 0.086-mm<sup>2</sup> 12.7-pJ/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28-nm CMOS.
IEEE Trans. Biomed. Circuits Syst., 2019

MorphIC: A 65-nm 738k-Synapse/mm<sup>2</sup> Quad-Core Binary-Weight Digital Neuromorphic Processor With Stochastic Spike-Driven Online Learning.
IEEE Trans. Biomed. Circuits Syst., 2019

Learning without feedback: Direct random target projection as a feedback-alignment algorithm with layerwise feedforward training.
CoRR, 2019

A 40-to-80MHz Sub-4μW/MHz ULV Cortex-M0 MCU SoC in 28nm FDSOI With Dual-Loop Adaptive Back-Bias Generator for 20μs Wake-Up From Deep Fully Retentive Sleep Mode.
Proceedings of the IEEE International Solid- State Circuits Conference, 2019

A 65-nm 738k-Synapse/mm<sup>2</sup> Quad-Core Binary-Weight Digital Neuromorphic Processor with Stochastic Spike-Driven Online Learning.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2019

2018
A 0.086-mm<sup>2</sup> 9.8-pJ/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28nm CMOS.
CoRR, 2018

2017
SleepTalker: A ULV 802.15.4a IR-UWB Transmitter SoC in 28-nm FDSOI Achieving 14 pJ/b at 27 Mb/s With Channel Selection Based on Adaptive FBB and Digitally Programmable Pulse Shaping.
IEEE J. Solid State Circuits, 2017

A fully-synthesized 20-gate digital spike-based synapse with embedded online learning.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2017

A compact phenomenological digital neuron implementing the 20 Izhikevich behaviors.
Proceedings of the IEEE Biomedical Circuits and Systems Conference, 2017

2016
SleepTalker: A 28nm FDSOI ULV 802.15.4a IR-UWB transmitter SoC achieving 14pJ/bit at 27Mb/s with adaptive-FBB-based channel selection and programmable pulse shape.
Proceedings of the 2016 IEEE Symposium on VLSI Circuits, 2016

Comparative analysis of redundancy schemes for soft-error detection in low-cost space applications.
Proceedings of the 2016 IFIP/IEEE International Conference on Very Large Scale Integration, 2016

2015
A Partial Reconfiguration-based scheme to mitigate Multiple-Bit Upsets for FPGAs in low-cost space applications.
Proceedings of the 10th International Symposium on Reconfigurable Communication-centric Systems-on-Chip, 2015


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