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Jonathan C. Tapson
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2020 – today
- 2022
[j21]Dennis V. Christensen
, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Steve B. Furber, Emre Neftci, Franz Scherr, Wolfgang Maass, Srikanth Ramaswamy, Jonathan Tapson, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Gabriella Panuccio, Mufti Mahmud, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds:
2022 roadmap on neuromorphic computing and engineering. Neuromorph. Comput. Eng. 2(2): 22501 (2022)- 2021
- [i24]Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Emre Neftci, Srikanth Ramaswamy, Jonathan Tapson, Franz Scherr, Wolfgang Maass, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds:
2021 Roadmap on Neuromorphic Computing and Engineering. CoRR abs/2105.05956 (2021) - 2020
- [j20]Saeed Afshar, Nicholas Ralph, Ying Xu, Jonathan Tapson, André van Schaik, Gregory Cohen:
Event-Based Feature Extraction Using Adaptive Selection Thresholds. Sensors 20(6): 1600 (2020) - [j19]Hossein Moeinzadeh, Joseph Assad, Paolo Bifulco, Mario Cesarelli, Aiden O'Loughlin, Jonathan C. Tapson, Ibrahim M. Shugman, Aravinda Thiagalingam, Gaetano D. Gargiulo:
WCTECGdb: A 12-Lead Electrocardiography Dataset Recorded Simultaneously with Raw Exploring Electrodes' Potential Directly Referred to the Right Leg. Sensors 20(11): 3275 (2020) - [c41]Orlando Moreira, Amirreza Yousefzadeh, Fabian Chersi, Ajay Kapoor, Rik-Jan Zwartenkot, Peng Qiao, Gokturk Cinserin, Mina A. Khoei, Menno Lindwer, Jonathan Tapson:
NeuronFlow: A Hybrid Neuromorphic - Dataflow Processor Architecture for AI Workloads. AICAS 2020: 1-5 - [c40]Mina A. Khoei, Amirreza Yousefzadeh, Arash Pourtaherian, Orlando Moreira, Jonathan Tapson:
SpArNet: Sparse Asynchronous Neural Network execution for energy efficient inference. AICAS 2020: 256-260 - [c39]Orlando Moreira, Amirreza Yousefzadeh, Fabian Chersi, Gokturk Cinserin, Rik-Jan Zwartenkot, Ajay Kapoor, Peng Qiao, Peter Kievits, Mina A. Khoei, Louis Rouillard, Aimee Ferouge, Jonathan Tapson, Ashoka Visweswara:
NeuronFlow: a neuromorphic processor architecture for Live AI applications. DATE 2020: 840-845
2010 – 2019
- 2019
- [j18]Amirreza Yousefzadeh, Teresa Serrano-Gotarredona, Bernabé Linares-Barranco, Mina A. Khoei, Sahar Hosseini, Priscila C. Holanda, Sam Leroux, Orlando Moreira, Jonathan Tapson, Bart Dhoedt, Pieter Simoens:
Asynchronous Spiking Neurons, the Natural Key to Exploit Temporal Sparsity. IEEE J. Emerg. Sel. Topics Circuits Syst. 9(4): 668-678 (2019) - [j17]Guang-Bin Huang, E. S. Eleftheriou, Dhireesha Kudithipudi, Jonathan Tapson, Hao Yu:
Guest Editorial: Special Issue on New Trends in Smart Chips and Smart Hardware. IEEE Trans. Emerg. Top. Comput. Intell. 3(1): 1-3 (2019) - [i23]Saeed Afshar, Ying Xu, Jonathan Tapson, André van Schaik, Gregory Cohen:
Event-based Feature Extraction Using Adaptive Selection Thresholds. CoRR abs/1907.07853 (2019) - [i22]Leendert A. Remmelzwaal, George F. R. Ellis, Jonathan Tapson:
One-time learning in a biologically-inspired Salience-affected Artificial Neural Network (SANN). CoRR abs/1908.03532 (2019) - 2018
- [j16]Gaetano D. Gargiulo, Paolo Bifulco, Mario Cesarelli, Alistair Lee McEwan, Hossein Moeinzadeh, Aiden O'Loughlin, Ibrahim M. Shugman, Jonathan C. Tapson, Aravinda Thiagalingam:
On the Einthoven Triangle: A Critical Analysis of the Single Rotating Dipole Hypothesis. Sensors 18(7): 2353 (2018) - [j15]Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Ralph Etienne-Cummings, Jonathan Tapson, André van Schaik:
An Analogue Neuromorphic Co-Processor That Utilizes Device Mismatch for Learning Applications. IEEE Trans. Circuits Syst. I Regul. Pap. 65-I(4): 1174-1184 (2018) - [j14]Gregory Cohen, Saeed Afshar, Garrick Orchard, Jonathan Tapson, Ryad Benosman, André van Schaik:
Spatial and Temporal Downsampling in Event-Based Visual Classification. IEEE Trans. Neural Networks Learn. Syst. 29(10): 5030-5044 (2018) - 2017
- [j13]Runchun Wang, Chetan Singh Thakur, Gregory Cohen, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
Neuromorphic Hardware Architecture Using the Neural Engineering Framework for Pattern Recognition. IEEE Trans. Biomed. Circuits Syst. 11(3): 574-584 (2017) - [c38]Hossein Moeinzadeh, Gaetano D. Gargiulo, Paolo Bifulco, Mario Cesarelli, Alistair Lee McEwan, Aiden O'Loughlin, Ibrahim M. Shugman, Jonathan C. Tapson, Aravinda Thiagalingam:
Computing a new central terminal for ECG recording using combined genetic algorithm and linear regression from real patient data. GECCO (Companion) 2017: 293-294 - [c37]Gregory Cohen, Saeed Afshar, Jonathan Tapson, André van Schaik:
EMNIST: Extending MNIST to handwritten letters. IJCNN 2017: 2921-2926 - [i21]Gregory Cohen, Saeed Afshar, Jonathan Tapson, André van Schaik:
EMNIST: an extension of MNIST to handwritten letters. CoRR abs/1702.05373 (2017) - 2016
- [j12]Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A Low Power Trainable Neuromorphic Integrated Circuit That Is Tolerant to Device Mismatch. IEEE Trans. Circuits Syst. I Regul. Pap. 63-I(2): 211-221 (2016) - [c36]Runchun Wang, Gregory Cohen, Chetan Singh Thakur, Jonathan Tapson, André van Schaik:
An SRAM-based implementation of a convolutional neural network. BioCAS 2016: 560-563 - [c35]Ying Xu, Chetan Singh Thakur, Ram Kuber Singh, Runchun Wang, Jonathan Tapson, André van Schaik:
Electronic cochlea: CAR-FAC model on FPGA. BioCAS 2016: 564-567 - [c34]Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A stochastic approach to STDP. ISCAS 2016: 2082-2085 - [i20]Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A Stochastic Approach to STDP. CoRR abs/1603.04080 (2016) - 2015
- [j11]André van Schaik, Jonathan Tapson:
Online and adaptive pseudoinverse solutions for ELM weights. Neurocomputing 149: 233-238 (2015) - [j10]Jonathan Tapson, Gregory Cohen, André van Schaik:
ELM solutions for event-based systems. Neurocomputing 149: 435-442 (2015) - [j9]Saeed Afshar, Libin George, Chetan Singh Thakur, Jonathan Tapson, André van Schaik, Philip de Chazal, Tara Julia Hamilton:
Turn Down That Noise: Synaptic Encoding of Afferent SNR in a Single Spiking Neuron. IEEE Trans. Biomed. Circuits Syst. 9(2): 188-196 (2015) - [c33]Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A compact aVLSI conductance-based silicon neuron. BioCAS 2015: 1-4 - [c32]Ying Xu, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Runchun Wang, André van Schaik:
A reconfigurable mixed-signal implementation of a neuromorphic ADC. BioCAS 2015: 1-4 - [c31]Philip de Chazal, Jonathan Tapson, André van Schaik:
A comparison of extreme learning machines and back-propagation trained feed-forward networks processing the mnist database. ICASSP 2015: 2165-2168 - [c30]Chetan Singh Thakur, Tara Julia Hamilton, Runchun Wang, Jonathan Tapson, André van Schaik:
A neuromorphic hardware framework based on population coding. IJCNN 2015: 1-8 - [i19]Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Richard F. Lyon, André van Schaik:
FPGA Implementation of the CAR Model of the Cochlea. CoRR abs/1503.00504 (2015) - [i18]Chetan Singh Thakur, Tara Julia Hamilton, Runchun Wang, Jonathan Tapson, André van Schaik:
A neuromorphic hardware framework based on population coding. CoRR abs/1503.00505 (2015) - [i17]Chetan Singh Thakur, Runchun Wang, Saeed Afshar, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
An Online Learning Algorithm for Neuromorphic Hardware Implementation. CoRR abs/1505.02495 (2015) - [i16]Chetan Singh Thakur, Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A Trainable Neuromorphic Integrated Circuit that Exploits Device Mismatch. CoRR abs/1507.02835 (2015) - [i15]Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A neuromorphic hardware architecture using the Neural Engineering Framework for pattern recognition. CoRR abs/1507.05695 (2015) - [i14]Runchun Wang, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A compact aVLSI conductance-based silicon neuron. CoRR abs/1509.00962 (2015) - [i13]Ying Xu, Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, Runchun Wang, André van Schaik:
A Reconfigurable Mixed-signal Implementation of a Neuromorphic ADC. CoRR abs/1509.00967 (2015) - 2014
- [j8]Levin Kuhlmann, Michael Hauser-Raspe, Jonathan H. Manton, David B. Grayden, Jonathan Tapson, André van Schaik:
Approximate, Computationally Efficient Online Learning in Bayesian Spiking Neurons. Neural Comput. 26(3): 472-496 (2014) - [j7]Tara Julia Hamilton, Saeed Afshar, André van Schaik, Jonathan Tapson:
Stochastic Electronics: A Neuro-Inspired Design Paradigm for Integrated Circuits. Proc. IEEE 102(5): 843-859 (2014) - [c29]Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A compact neural core for digital implementation of the Neural Engineering Framework. BioCAS 2014: 548-551 - [c28]Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
An FPGA design framework for large-scale spiking neural networks. ISCAS 2014: 457-460 - [c27]Chetan Singh Thakur, James Wright, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
Live demonstration: FPGA implementation of the CAR model of the cochlea. ISCAS 2014: 461 - [c26]Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A compact reconfigurable mixed-signal implementation of synaptic plasticity in spiking neurons. ISCAS 2014: 862-865 - [c25]Runchun Wang, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
A generalised conductance-based silicon neuron for large-scale spiking neural networks. ISCAS 2014: 1564-1567 - [c24]Chetan Singh Thakur, Tara Julia Hamilton, Jonathan Tapson, André van Schaik, Richard F. Lyon:
FPGA implementation of the CAR Model of the cochlea. ISCAS 2014: 1853-1856 - [i12]André van Schaik, Jonathan Tapson:
Online and Adaptive Pseudoinverse Solutions for ELM Weights. CoRR abs/1405.7777 (2014) - [i11]Jonathan Tapson, André van Schaik:
ELM Solutions for Event-Based Systems. CoRR abs/1405.7780 (2014) - [i10]Jonathan Tapson, Philip de Chazal, André van Schaik:
Explicit Computation of Input Weights in Extreme Learning Machines. CoRR abs/1406.2889 (2014) - [i9]Philip de Chazal, Jonathan Tapson, André van Schaik:
Learning ELM network weights using linear discriminant analysis. CoRR abs/1406.3100 (2014) - [i8]Saeed Afshar, Libin George, Jonathan Tapson, André van Schaik, Tara Julia Hamilton:
Racing to Learn: Statistical Inference and Learning in a Single Spiking Neuron. CoRR abs/1408.1245 (2014) - [i7]Saeed Afshar, Libin George, Jonathan Tapson, André van Schaik, Philip de Chazal, Tara Julia Hamilton:
Turn Down that Noise: Synaptic Encoding of Afferent SNR in a Single Spiking Neuron. CoRR abs/1411.2821 (2014) - [i6]Mark D. McDonnell, Migel D. Tissera, André van Schaik, Jonathan Tapson:
Fast, simple and accurate handwritten digit classification using extreme learning machines with shaped input-weights. CoRR abs/1412.8307 (2014) - 2013
- [j6]Klaus M. Stiefel, Jonathan Tapson, André van Schaik:
Temporal Order Detection and Coding in Nervous Systems. Neural Comput. 25(2): 510-531 (2013) - [j5]Jonathan Tapson, André van Schaik:
Learning the pseudoinverse solution to network weights. Neural Networks 45: 94-100 (2013) - [c23]Gaetano D. Gargiulo, Jonathan Tapson, André van Schaik, Alistair Lee McEwan, Aravinda Thiagalingam:
Unipolar ECG circuits: Towards more precise cardiac event identification. ISCAS 2013: 662-665 - [c22]Runchun Wang, Gregory Cohen, Tara Julia Hamilton, Jonathan Tapson, André van Schaik:
An improved aVLSI axon with programmable delay using spike timing dependent delay plasticity. ISCAS 2013: 1592-1595 - [i5]Jonathan Tapson, Gregory Cohen, Saeed Afshar, Klaus M. Stiefel, Y. Buskila, Runchun Wang, Tara Julia Hamilton, André van Schaik:
Synthesis of neural networks for spatio-temporal spike pattern recognition and processing. CoRR abs/1304.7118 (2013) - [i4]Saeed Afshar, Gregory Cohen, Runchun Wang, André van Schaik, Jonathan Tapson, Torsten Lehmann, Tara Julia Hamilton:
The Ripple Pond: Enabling Spiking Networks to See. CoRR abs/1306.3036 (2013) - 2012
- [c21]Francesco Galluppi, Jörg Conradt, Terrence C. Stewart, Chris Eliasmith, Timothy K. Horiuchi, Jonathan Tapson, Bryan P. Tripp, Steve B. Furber, Ralph Etienne-Cummings:
Live Demo: Spiking ratSLAM: Rat hippocampus cells in spiking neural hardware. BioCAS 2012: 91 - [c20]Saeed Afshar, Omid Kavehei, André van Schaik, Jonathan Tapson, Stan Skafidas, Tara Julia Hamilton:
Emergence of competitive control in a memristor-based neuromorphic circuit. IJCNN 2012: 1-8 - [c19]Levin Kuhlmann, Michael Hauser-Raspe, Jonathan H. Manton, David B. Grayden, Jonathan Tapson, André van Schaik:
Online learning in Bayesian Spiking Neurons. IJCNN 2012: 1-6 - [c18]Jonathan Tapson, André van Schaik:
An asynchronous parallel neuromorphic ADC architecture. ISCAS 2012: 2409-2412 - [c17]Runchun Wang, Jonathan Tapson, Tara Julia Hamilton, André van Schaik:
An aVLSI programmable axonal delay circuit with spike timing dependent delay adaptation. ISCAS 2012: 2413-2416 - [i3]Jonathan Tapson, André van Schaik:
Learning the Pseudoinverse Solution to Network Weights. CoRR abs/1207.3368 (2012) - 2011
- [c16]Leendert A. Remmelzwaal, Jonathan Tapson, George F. R. Ellis:
Combination of diffuse and local connections in the cortex. AFRICON 2011: 1-4 - [c15]Tara Julia Hamilton, Jonathan Tapson:
A neuromorphic cross-correlation chip. ISCAS 2011: 865-868 - [c14]Pamela Abshire, Amine Bermak, Raphael Berner, Gert Cauwenberghs, Shoushun Chen, Jennifer Blain Christen, Timothy G. Constandinou, Eugenio Culurciello, Marc Dandin, Timir Datta, Tobi Delbrück, Piotr Dudek, Amir Eftekhar, Ralph Etienne-Cummings, Giacomo Indiveri, Matthew K. Law, Bernabé Linares-Barranco, Jonathan Tapson, Wei Tang, Yiming Zhai:
Confession session: Learning from others mistakes. ISCAS 2011: 1149-1162 - [c13]Chioniso Dube, Mohohlo Tsoeu, Jonathan Tapson:
A model of the humanoid body for self collision detection based on elliptical capsules. ROBIO 2011: 2397-2402 - 2010
- [j4]Alexander F. Russell, Garrick Orchard, Yi Dong, Stefan Mihalas, Ernst Niebur, Jonathan Tapson, Ralph Etienne-Cummings:
Optimization Methods for Spiking Neurons and Networks. IEEE Trans. Neural Networks 21(12): 1950-1962 (2010) - [c12]Jonathan Tapson:
Mixed signal phase sensitive detection. ISCAS 2010: 1292-1295 - [c11]Jonathan Tapson, Tara Julia Hamilton, André van Schaik:
Live demonstration: The self-tuned regenerative electromechanical parametric amplifier. ISCAS 2010: 1423 - [c10]Jonathan Tapson, Tara Julia Hamilton, André van Schaik:
The self-tuned regenerative electromechanical arametric amplifier: A model for Active amplification in the cochlea. ISCAS 2010: 1424-1427 - [c9]Tara Julia Hamilton, Jonathan Tapson, Craig T. Jin, André van Schaik:
Investigating the implications of outer hair cell connectivity using a silicon cochlea. ISCAS 2010: 3817-3820 - [i2]Leendert A. Remmelzwaal, Jonathan Tapson, George F. R. Ellis:
Salience-Affected Neural Networks. CoRR abs/1001.3246 (2010)
2000 – 2009
- 2009
- [j3]Jonathan Tapson, Craig T. Jin, André van Schaik, Ralph Etienne-Cummings:
A First-Order Nonhomogeneous Markov Model for the Response of Spiking Neurons Stimulated by Small Phase-Continuous Signals. Neural Comput. 21(6): 1554-1588 (2009) - [j2]Alistair Lee McEwan, Jonathan Tapson, André van Schaik, David S. Holder:
Code-Division-Multiplexed Electrical Impedance Tomography Spectroscopy. IEEE Trans. Biomed. Circuits Syst. 3(5): 332-338 (2009) - [c8]Helen N. Schwerdt, Jonathan Tapson, Ralph Etienne-Cummings:
A color detection glove with haptic feedback for the visually disabled. CISS 2009: 681-686 - 2008
- [j1]Tara Julia Hamilton, Craig T. Jin, André van Schaik, Jonathan Tapson:
An Active 2-D Silicon Cochlea. IEEE Trans. Biomed. Circuits Syst. 2(1): 30-43 (2008) - [c7]Alistair Lee McEwan, David S. Holder, Jonathan Tapson, André van Schaik:
Wide-Bandwidth, High Frame Rate Electrical Impedance Tomography / Spectroscopy - a Code Division Multiplexing (CDM) Approach. BIODEVICES (2) 2008: 196-203 - [c6]Jonathan Tapson, Mark P. Vismer, Craig T. Jin, André van Schaik, Fopefolu O. Folowosele, Ralph Etienne-Cummings:
A two-neuron cross-correlation circuit with a wide and continuous range of time delay. ISCAS 2008: 420-423 - [c5]Jonathan Tapson, Tara Julia Hamilton, Craig T. Jin, André van Schaik:
Self-tuned regenerative amplification and the hopf bifurcation. ISCAS 2008: 1768-1771 - [c4]Tara Julia Hamilton, Craig T. Jin, André van Schaik, Jonathan Tapson:
A 2-D silicon cochlea with an improved automatic quality factor control-loop. ISCAS 2008: 1772-1775 - [c3]Fopefolu O. Folowosele, Francesco Tenore, Alexander F. Russell, Garrick Orchard, Mark P. Vismer, Jonathan Tapson, Ralph Etienne-Cummings:
Implementing a neuromorphic cross-correlation engine with silicon neurons. ISCAS 2008: 2162-2165 - [i1]Jonathan Tapson, Craig T. Jin, André van Schaik, Ralph Etienne-Cummings:
A First-Order Non-Homogeneous Markov Model for the Response of Spiking Neurons Stimulated by Small Phase-Continuous Signals. CoRR abs/0807.1513 (2008) - 2007
- [c2]Jonathan Tapson, Ralph Etienne-Cummings:
A Simple Neural Cross-Correlation Engine. ISCAS 2007: 1285-1288 - 2006
- [c1]Jonathan Tapson:
Supercritical stability in a sonar receiver circuit. ISCAS 2006
Coauthor Index
Tara J. Hamilton
aka: Tara Julia Hamilton
aka: Tara Julia Hamilton
[j20] [i23] [j15] [j14] [j13] [c37] [i21] [j12] [c36] [c35] [c34] [i20] [j11] [j10] [j9] [c33] [c32] [c31] [c30] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [j8] [j7] [c29] [c28] [c27] [c26] [c25] [c24] [i12] [i11] [i10] [i9] [i8] [i7] [i6] [j6] [j5] [c23] [c22] [i5] [i4] [c20] [c19] [c18] [c17] [i3] [c11] [c10] [c9] [j3] [j2] [j1] [c7] [c6] [c5] [c4] [i1]
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