Fast Deep Neural Networks Convergence using a Weightless Neural Model. - Alan T. L. Bacellar; Brunno F. Goldstein; Victor da Cruz Ferreira; Leandro Santiago 001; Priscila M. V. Lima; Felipe M. G. França (ESANN, 2020)

Distributive Thermometer: A New Unary Encoding for Weightless Neural Networks. - Alan T. L. Bacellar; Zachary Susskind; Luis A. Q. Villon; Igor D. S. Miranda; Leandro Santiago de Araújo; Diego Leonel Cadette Dutra; Maurício Breternitz Jr.; Lizy K. John; Priscila M. V. Lima; Felipe M. G. França (ESANN, 2022)

Pruning Weightless Neural Networks. - Zachary Susskind; Alan T. L. Bacellar; Aman Arora 001; Luis A. Q. Villon; Renan Mendanha; Leandro Santiago de Araújo; Diego Leonel Cadette Dutra; Priscila M. V. Lima; Felipe M. G. França; Igor D. S. Miranda; Maurício Breternitz Jr.; Lizy K. John (ESANN, 2022)

A WiSARD-based conditional branch predictor. - Luis A. Q. Villon; Zachary Susskind; Alan T. L. Bacellar; Igor D. S. Miranda; Leandro Santiago de Araújo; Priscila M. V. Lima; Maurício Breternitz Jr.; Lizy K. John; Felipe M. G. França; Diego Leonel Cadette Dutra (ESANN, 2022)

An FPGA-Based Weightless Neural Network for Edge Network Intrusion Detection. - Zachary Susskind; Aman Arora 001; Alan T. L. Bacellar; Diego Leonel Cadette Dutra; Igor D. S. Miranda; Maurício Breternitz; Priscila M. V. Lima; Felipe M. G. França; Lizy K. John (FPGA, 2023)

A conditional branch predictor based on weightless neural networks. - Luis A. Q. Villon; Zachary Susskind; Alan T. L. Bacellar; Igor D. S. Miranda; Leandro Santiago de Araújo; Priscila M. V. Lima; Maurício Breternitz; Lizy K. John; Felipe M. G. França; Diego Leonel Cadette Dutra (Neurocomputing, 2023)

ULEEN: A Novel Architecture for Ultra-low-energy Edge Neural Networks. - Zachary Susskind; Aman Arora 001; Igor D. S. Miranda; Alan T. L. Bacellar; Luis A. Q. Villon; Rafael Fontella Katopodis; Leandro Santiago de Araújo; Diego L. C. Dutra; Priscila M. V. Lima; Felipe M. G. França; Maurício Breternitz; Lizy K. John (ACM Trans. Archit. Code Optim., 2023)

Differentiable Weightless Neural Networks. - Alan Tendler Leibel Bacellar; Zachary Susskind; Maurício Breternitz Jr.; Eugene John; Lizy Kurian John; Priscila Machado Vieira Lima; Felipe M. G. França (ICML, 2024)

Soon Filter: Advancing Tiny Neural Architectures for High Throughput Edge Inference. - Alan T. L. Bacellar; Zachary Susskind; Maurício Breternitz; Lizy K. John; Felipe M. G. França; Priscila M. V. Lima (IJCNN, 2024)

LogicNets vs. ULEEN : Comparing two novel high throughput edge ML inference techniques on FPGA. - Shashank Nag; Zachary Susskind; Aman Arora 001; Alan T. L. Bacellar; Diego L. C. Dutra; Igor D. S. Miranda; Krishnan Kailas; Eugene B. John; Maurício Breternitz; Priscila M. V. Lima; Felipe M. G. França; Lizy K. John (MWSCAS, 2024)

Shrinking the Giant : Quasi-Weightless Transformers for Low Energy Inference. - Shashank Nag; Alan T. L. Bacellar; Zachary Susskind; Anshul Jha; Logan Liberty; Aishwarya Sivakumar; Eugene B. John; Krishnan Kailas; Priscila M. V. Lima; Neeraja J. Yadwadkar; Felipe M. G. França; Lizy K. John (CoRR, 2024)

nanoML for Human Activity Recognition. - Alan T. L. Bacellar; Mugdha P. Jadhao; Shashank Nag; Priscila M. V. Lima; Felipe M. G. França; Lizy K. John (CoRR, 2025)