MI-BMInet: An Efficient Convolutional Neural Network for Motor Imagery Brain-Machine Interfaces With EEG Channel SelectionXiaying WangMichael Herscheet al.2024IEEE Sensors Journal
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in SuperpositionNicolas MenetMichael Herscheet al.2023NeurIPS 2023
Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic ArchitecturesMichael HerscheFrancesco Di Stefanoet al.2023NeurIPS 2023
TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence ProcessingAleksandar TerzicMichael Herscheet al.2023NeurIPS 2023
VSA-based positional encoding can replace recurrent networks in emergent symbol bindingFrancesco CarzanigaMichael Herscheet al.2023NeSy 2023
Solving Raven's Progressive Matrices via a Neuro-vector-symbolic ArchitectureMichael HerscheMustafa Zeqiriet al.2023NeSy 2023
Decoding Superpositions of Bound Symbols Represented by Distributed RepresentationsMichael HerscheZuzanna Opalaet al.2023NeSy 2023
In-memory factorization of holographic perceptual representationsJovin LangeneggerGeethan Karunaratneet al.2023Nature Nanotechnology
A neuro-vector-symbolic architecture for solving Raven’s progressive matricesMichael HerscheMustafa Zeqiriet al.2023Nature Machine Intelligence
In-memory Realization of In-situ Few-shot Continual Learning with a Dynamically Evolving Explicit MemoryG. KarunaratneM. Herscheet al.2022ESSDERC/ESSCIRC 2022