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
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
AIHWKIT-Lightning: A Scalable HW-Aware Training Toolkit for Analog In-Memory ComputingJulian BüchelWilliam Simonet al.2024NeurIPS 2024
Analog AI as a Service: A Cloud Platform for In-Memory ComputingKaoutar El MaghraouiKim Tranet al.2024SSE 2024
Improving the Accuracy of Analog-Based In-Memory Computing Accelerators Post-TrainingCorey Liam LammieA. Vasilopouloset al.2024ISCAS 2024
Design of Analog-AI Hardware Accelerators for Transformer-based Language Models (Invited)Geoffrey BurrSidney Tsaiet al.2023IEDM 2023