Research output

Publications

Peer-reviewed work and technical manuscripts on neuromorphic AI, spiking neural networks, event-based sensing, and efficient temporal computation.

  1. Optimizing Reservoir Separability in Liquid State Machines for Spatio-Temporal Classification in Neuromorphic Hardware

    Alvarez-Canchila, Oscar I, Espinal, Andres, Patiño-Saucedo, Alberto, Rostro-Gonzalez, Horacio

    Journal of Low Power Electronics and Applications, pp. 4

    Article2025

  2. BAM-SLDK: biologically inspired attention mechanism with spiking learnable delayed kernel synapses

    Chacón-Falcón, Mario, Patiño-Saucedo, Alberto, Camuñas-Mesa, Luis, Serrano-Gotarredona, Teresa, Linares-Barranco, Bernabé

    Neuromorphic Computing and Engineering, pp. 024017

    Article2025

  3. Robust ECG signal classification using spiking neural networks with axonal delays

    Galvis-Chacón, Javier, Ramos-Soto, Oscar, Oliva, Diego, Valdivia-G, Arturo, Rostro-Gonzalez, Horacio, Patino-Saucedo, Alberto

    Neurocomputing, pp. 132259

    Article2025

  4. Co-optimized training of models with synaptic delays for digital neuromorphic accelerators

    Patiño-Saucedo, Alberto, Meijer, Roy, Detteter, Paul, Yousefzadeh, Amirreza, Garrido-Regife, Laura, Linares-Barranco, Bernabé, Sifalakis, Manolis

    2024 IEEE international symposium on circuits and systems (ISCAS), pp. 1-5

    Inproceedings2024

  5. A tunable multi-timescale Indium-Gallium-Zinc-Oxide thin-film transistor neuron towards hybrid solutions for spiking neuromorphic applications

    Velazquez Lopez, Mauricio, Linares-Barranco, Bernabe, Lee, Jua, Erfanijazi, Hamidreza, Patino-Saucedo, Alberto, Sifalakis, Manolis, Catthoor, Francky, Myny, Kris

    Communications Engineering, pp. 102

    Article2024

  6. Empirical study on the efficiency of spiking neural networks with axonal delays, and algorithm-hardware benchmarking

    Patiño-Saucedo, Alberto, Yousefzadeh, Amirreza, Tang, Guangzhi, Corradi, Federico, Linares-Barranco, Bernabé, Sifalakis, Manolis

    2023 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5

    Inproceedings2023

  7. Neuromorphic adaptive spiking CPG towards bio-inspired locomotion

    Lopez-Osorio, Pablo, Patiño-Saucedo, Alberto, Dominguez-Morales, Juan P, Rostro-Gonzalez, Horacio, Perez-Peña, Fernando

    Neurocomputing, pp. 57-70

    Article2022

  8. Liquid state machine on spinnaker for spatio-temporal classification tasks

    Patiño-Saucedo, Alberto, Rostro-González, Horacio, Serrano-Gotarredona, Teresa, Linares-Barranco, Bernabé

    Frontiers in Neuroscience, pp. 819063

    Article2022

  9. Event-driven implementation of deep spiking convolutional neural networks for supervised classification using the SpiNNaker neuromorphic platform

    Patino-Saucedo, Alberto, Rostro-Gonzalez, Horacio, Serrano-Gotarredona, Teresa, Linares-Barranco, Bernabé

    Neural Networks, pp. 319-328

    Article2020

  10. Colombian fruit and vegetables recognition using convolutional neural networks and transfer learning

    Alvarez-Canchila, OI, Arroyo-Pérez, DE, Patiño-Saucedo, A, Rostro González, H, Patino-Vanegas, A

    Journal of Physics: Conference Series, pp. 012020

    Inproceedings2020

  11. Tropical fruits classification using an alexnet-type convolutional neural network and image augmentation

    Patino-Saucedo, Alberto, Rostro-Gonzalez, Horacio, Conradt, Jorg

    International Conference on Neural Information Processing, pp. 371-379

    Inproceedings2018

  12. Phoneme Recognition System Using Articulatory-Type Information

    Patiño Saucedo, Alberto, Sepúlveda Sepúlveda, Alexander, Gómez Cajas, Diego Ferney

    Tecciencia, pp. 11-14

    Article2015