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
Reducing computational complexity of perception and reasoning by neuro-vector-symbolic architecturesAbbas Rahimi2024DATE 2024
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in SuperpositionNicolas MenetMichael Herscheet al.2023NeurIPS 2023
TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence ProcessingAleksandar TerzicMichael Herscheet al.2023NeurIPS 2023
Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic ArchitecturesMichael HerscheFrancesco Di Stefanoet al.2023NeurIPS 2023
A Neuro-Vector-Symbolic Architecture for Data- and Compute-Efficient Continual Learning, Abstract Reasoning, and Combinatorial InferenceAbbas Rahimi2023ES Week 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
VSA-based positional encoding can replace recurrent networks in emergent symbol bindingFrancesco CarzanigaMichael Herscheet al.2023NeSy 2023