University Scholarship
Publications and Grants

Subject: Computer architecture

FAST ID: 872026 | WorldCat Record

Academic Publications

AA-DiT: An Algorithm-Architecture Co-Design for Diffusion Transformer Acceleration
Siqi Li; Flavio Ponzina; Tajana Rosing
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2026, journal article
Cited by 1
Electrical and Computer Engineering GREW Fellow
Artificial intelligence Computer architecture Machine learning Transformers
Constraint-Scheduled Bayesian Optimization for Software-Hardware Co-Optimization on HDnn-PIM
Chien-Yi Yang; Flavio Ponzina; Minxuan Zhou; Raid Ayoub; Pietro Mercati; Tajana Rosing
IEEE Embedded Systems Letters, 2026, journal article

Electrical and Computer Engineering GREW Fellow
Artificial intelligence Computer architecture Machine learning Neural networks (Computer science)
LionHeart: A Layer-Based Mapping Framework for Heterogeneous Systems With Analog In-Memory Computing Tiles
Corey Lammie; Yuxuan Wang; Flavio Ponzina; et al.
IEEE Transactions on Emerging Topics in Computing, 2025, journal article
Cited by 12
Electrical and Computer Engineering GREW Fellow
Computer architecture Electronic circuits Heterogeneous distributed computing systems Information storage and retrieval systems
An Energy Efficient Soft SIMD Microarchitecture and Its Application on Quantized CNNs
Pengbo Yu; Flavio Ponzina; et al.
IEEE Transactions on Very Large Scale Integration (Vlsi) Systems, 2024, journal article
Cited by 7
Electrical and Computer Engineering GREW Fellow
Artificial intelligence Computer architecture Neural networks (Computer science) SIMD (Computer architecture)
Bit-Line Computing for CNN Accelerators Co-Design in Edge AI Inference
Marco Rios; Flavio Ponzina; Alexandre Levisse; Giovanni Ansaloni; David Atienza
IEEE Transactions on Emerging Topics in Computing, 2023, journal article
Cited by 16
Electrical and Computer Engineering GREW Fellow
Artificial intelligence Computer architecture Natural language processing Neural networks (Computer science)

Conference Presentations

HeteroRAGCache: Software-Hardware Co-Design for Efficient RAG Caching using Emerging Memories
Jangseon Park; Kiseok Suh; Flavio Ponzina; Tajana Rosing
Cache memory Computer architecture Computer engineering Heterogeneous distributed computing systems
SmartMS: Efficient Hierarchical Database Search for Mass Spectrometry via Processing-in-Memory
Flavio Ponzina; et al.
2025 IEEE/Acm International Symposium on Low Power Electronics and Design (Islped), 2025, conference paper
Electrical and Computer Engineering GREW Fellow
Computer architecture Database searching Mass spectrometry Parallel processing (Electronic computers)
DBFS: Dynamic Bitwidth-Frequency Scaling for Efficient Software-defined SIMD
Pengbo Yu; Flavio Ponzina; et al.
2024 IEEE Computer Society Annual Symposium on Vlsi (Isvlsi), 2024, conference paper
Electrical and Computer Engineering GREW Fellow
Computer architecture Computer network architectures Energy consumption SIMD (Computer architecture)
Multi-Objective Software-Hardware Co-Optimization for HD-PIM via Noise-Aware Bayesian Optimization
Chien-Yi Yang; Minxuan Zhou; Flavio Ponzina; et al.
Artificial intelligence Computer architecture Machine learning
Towards Exascale Computing: Vectorized Operator Evaluations on Heterogeneous Architectures with libCEED
Valeria Barra
European Symposium on Computing (Esco) 2020, 2020, conference abstract
Mathematics and Statistics GREW Fellow
Computer architecture Exascale computing High performance computing Software frameworks