Reducing computational complexity of perception and reasoning by neuro-vector-symbolic architecturesAbbas Rahimi2024DATE 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
A Neuro-Vector-Symbolic Architecture for Data- and Compute-Efficient Continual Learning, Abstract Reasoning, and Combinatorial InferenceAbbas Rahimi2023ES Week 2023
Factorizers for Distributed Sparse Block CodesMichael HerscheAleksandar Terzicet al.2024Neurosymbolic AI
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
In-memory computing for accelerating deep neural networks and neuro-vector-symbolic architecturesManuel Le GalloIrem Boybat-Karaet al.2023AICAS 2023