LionHeart: A Layer-based Mapping Framework for Heterogeneous Systems with Analog In-Memory Computing TilesCorey Liam LammieYuxuan Wanget al.2025IEEE TETC
On the Expressiveness and Length Generalization of Selective State-Space Models on Regular LanguagesAleksandar TerzicMichael Herscheet al.2025AAAI 2025
The Inherent Adversarial Robustness of Analog In-Memory ComputingCorey Liam LammieJulian Büchelet al.2025Nature Communications
Efficient Scaling of Large Language Models with Mixture of Experts and 3D Analog In-Memory ComputingJulian BüchelA. Vasilopouloset al.2025Nat. Comput. Sci.
Kernel approximation using analogue in-memory computingJulian BüchelGiacomo Camposampieroet al.2024Nature Machine Intelligence
Multi-Task Neural Network Mapping onto Analog-Digital Heterogeneous AcceleratorsHadjer BenmezianeCorey Liam Lammieet al.2024NeurIPS 2024
On the role of noise in factorizers for disentangling distributed representationsKumudu Geethan KarunaratneMichael Herscheet al.2024NeurIPS 2024
AIHWKIT-Lightning: A Scalable HW-Aware Training Toolkit for Analog In-Memory ComputingJulian BüchelWilliam Simonet al.2024NeurIPS 2024
Heterogeneous Embedded Neural Processing Units Utilizing PCM-based Analog In-Memory ComputingIrem Boybat-KaraThomas Boeschet al.2024IEDM 2024
Energy-Efficient Phase-Change Memory Disc-Type Cells Leveraging Ultrathin Phase-Change FilmsTimothy PhilipGhazi Sarwat Syedet al.2024MRS Fall Meeting 2024