Deep learning software stacks for analogue in-memory computing-based acceleratorsCorey Liam LammieHadjer Benmezianeet al.2025Nat. Rev. Electr. Eng.
A framework for analog-digital mixed-precision neural network training and inferenceA. VasilopoulosEmma Boulhartset al.2025ISCAS 2025
Live Demonstration: Automated DNN Deployment on the IBM HERMES Project ChipCorey Liam LammieJulian Büchelet al.2025ISCAS 2025
Analog AI Accelerators for Transformer-based Language Models: Hardware, Workload, and Power PerformanceSidney TsaiHadjer Benmezianeet al.2025IMW 2025
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