MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in SuperpositionNicolas MenetMichael Herscheet al.2023NeurIPS 2023
Limits of Transformer Language Models on Learning to Compose AlgorithmsJonathan ThommAleksandar Terzicet al.2024NeurIPS 2024
Recurrent Transformers Trade-off Parallelism for Length Generalization on Regular LanguagesPaul SoulosAleksandar Terzicet al.2024NeurIPS 2024
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
On the role of noise in factorizers for disentangling distributed representationsKumudu Geethan KarunaratneMichael Herscheet al.2024NeurIPS 2024
A neuro-vector-symbolic architecture for solving Raven’s progressive matricesMichael HerscheMustafa Zeqiriet al.2023Nature Machine Intelligence
In-memory factorization of holographic perceptual representationsJovin LangeneggerGeethan Karunaratneet al.2023Nature Nanotechnology
In-memory Realization of In-situ Few-shot Continual Learning with a Dynamically Evolving Explicit MemoryG. KarunaratneM. Herscheet al.2022ESSDERC/ESSCIRC 2022