Design of Analog-AI Hardware Accelerators for Transformer-based Language Models (Invited)Geoffrey BurrSidney Tsaiet al.2023IEDM 2023
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
In-Memory Compute Chips with Carbon-based Projected Phase-Change Memory DevicesG.S. SyedK. Brewet al.2023IEDM 2023
Programming Weights to Analog In-Memory Computing Cores by Direct Minimization of the Matrix-Vector Multiplication ErrorJulian BuchelAthanasios Vasilopouloset al.2023IEEE JESTCS
Using the IBM Analog In-Memory Hardware Acceleration Kit for Neural Network Training and InferenceManuel Le GalloCorey Liam Lammieet al.2023APL Mach. Learn.
Exploiting Phase-Change-Material Physics for Unconventional Computing: VO2-based Oscillators and Phase-Change-Memories for Neuronal & Synaptic functionsValeria BragagliaOlivier Maheret al.2023E\PCOS 2023
The role of material science in neuromorphic computingValeria BragagliaTommaso Stecconiet al.2023CMD 2023