Towards Learning Abductive Reasoning using VSA Distributed RepresentationsGiacomo CamposampieroMichael Herscheet al.2024NeSy 2024
VSA-based positional encoding can replace recurrent networks in emergent symbol bindingFrancesco CarzanigaMichael Herscheet al.2023NeSy 2023
Decoding Superpositions of Bound Symbols Represented by Distributed RepresentationsMichael HerscheZuzanna Opalaet al.2023NeSy 2023
Solving Raven's Progressive Matrices via a Neuro-vector-symbolic ArchitectureMichael HerscheMustafa Zeqiriet al.2023NeSy 2023
Factorizers for Distributed Sparse Block CodesMichael HerscheAleksandar Terzicet al.2024Neurosymbolic AI
Near-channel classifier: symbiotic communication and classification in high-dimensional spaceMichael HerscheStefan Lippuneret al.2021Brain Informatics
Exploiting Computation in Superposition via Multiple-Input-Multiple-Output Neural NetworksNicolas MenetMichael Herscheet al.2024NeSy 2024
Zero-shot Classification using Hyperdimensional ComputingSamuele RuffinoKumudu Geethan Karunaratneet al.2024DATE 2024
Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal ProcessingGeethan KarunaratneManuel Le Galloet al.2021IEEE TCAS-II