Architecture and Programming of Analog In-Memory-Computing Accelerators for Deep Neural NetworksSidney TsaiPritish Narayananet al.2024IPDPS 2024
Improving the Accuracy of Analog-Based In-Memory Computing Accelerators Post-TrainingCorey Liam LammieA. Vasilopouloset al.2024ISCAS 2024
A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory ComputingElena FerroA. Vasilopouloset al.2024ISCAS 2024
Zero-shot Classification using Hyperdimensional ComputingSamuele RuffinoKumudu Geethan Karunaratneet al.2024DATE 2024
Hardware implementation of memristor-based artificial neural networksFernando AguirreAbu Sebastianet al.2024Nature Communications
Designing Circuits for AiMC Based on Non-Volatile Memories: A Tutorial Brief on Trade-Off and Strategies for ADCs and DACs Co-DesignR. VignaliR. Zurlaet al.2024IEEE TCAS-II
Backend - CMOS compatible devices for beyond CMOSValeria BragagliaTommaso Stecconiet al.2024Neuronics 2024
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
TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence ProcessingAleksandar TerzicMichael Herscheet al.2023NeurIPS 2023