Optimizing GEMM for Energy and Performance on Versal ACAP Architectures
Fuente:
arXiv
Saved in:
| Main Authors: | Papalamprou, Ilias, Masouros, Dimosthenis, Loudaros, Ioannis, Catthoor, Francky, Soudris, Dimitrios |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Post-Quantum and Blockchain-Based Attestation for Trusted FPGAs in B5G Networks
by: Papalamprou, Ilias, et al.
Published: (2025)
by: Papalamprou, Ilias, et al.
Published: (2025)
Architectural Classification of XR Workloads: Cross-Layer Archetypes and Implications
by: Shi, Xinyu, et al.
Published: (2026)
by: Shi, Xinyu, et al.
Published: (2026)
Exploiting temporal parallelism for LSTM Autoencoder acceleration on FPGA
by: Leftheriotis, Aimilios, et al.
Published: (2026)
by: Leftheriotis, Aimilios, et al.
Published: (2026)
CAT: Customized Transformer Accelerator Framework on Versal ACAP
by: Zhang, Wenbo, et al.
Published: (2024)
by: Zhang, Wenbo, et al.
Published: (2024)
Decoupled Access-Execute enabled DVFS for tinyML deployments on STM32 microcontrollers
by: Alvanaki, Elisavet Lydia, et al.
Published: (2024)
by: Alvanaki, Elisavet Lydia, et al.
Published: (2024)
GAMA: High-Performance GEMM Acceleration on AMD Versal ML-Optimized AI Engines
by: Mhatre, Kaustubh, et al.
Published: (2025)
by: Mhatre, Kaustubh, et al.
Published: (2025)
WideSA: A High Array Utilization Mapping Scheme for Uniform Recurrences on the Versal ACAP Architecture
by: Dai, Tuo, et al.
Published: (2024)
by: Dai, Tuo, et al.
Published: (2024)
DPUV4E: High-Throughput DPU Architecture Design for CNN on Versal ACAP
by: Li, Guoyu, et al.
Published: (2025)
by: Li, Guoyu, et al.
Published: (2025)
PIMfused: Near-Bank DRAM-PIM with Fused-layer Dataflow for CNN Data Transfer Optimization
by: Yang, Simei, et al.
Published: (2025)
by: Yang, Simei, et al.
Published: (2025)
SLO-aware GPU Frequency Scaling for Energy Efficient LLM Inference Serving
by: Kakolyris, Andreas Kosmas, et al.
Published: (2024)
by: Kakolyris, Andreas Kosmas, et al.
Published: (2024)
Addressing memory bandwidth scalability in vector processors for streaming applications
by: Altayo, Jordi, et al.
Published: (2025)
by: Altayo, Jordi, et al.
Published: (2025)
Improving the Representativeness of Simulation Intervals for the Cache Memory System
by: Bueno, Nicolas, et al.
Published: (2024)
by: Bueno, Nicolas, et al.
Published: (2024)
AP-DRL: A Synergistic Algorithm-Hardware Framework for Automatic Task Partitioning of Deep Reinforcement Learning on Versal ACAP
by: Li, Enlai, et al.
Published: (2026)
by: Li, Enlai, et al.
Published: (2026)
Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs
by: Taka, Endri, et al.
Published: (2024)
by: Taka, Endri, et al.
Published: (2024)
Calibrating DRAMPower Model for HPC: A Runtime Perspective from Real-Time Measurements
by: Shi, Xinyu, et al.
Published: (2024)
by: Shi, Xinyu, et al.
Published: (2024)
MPAI: A Co-Processing Architecture with MPSoC & AI Accelerators for Vision Applications in Space
by: Leon, Vasileios, et al.
Published: (2024)
by: Leon, Vasileios, et al.
Published: (2024)
Striking the Balance: GEMM Performance Optimization Across Generations of Ryzen AI NPUs
by: Taka, Endri, et al.
Published: (2025)
by: Taka, Endri, et al.
Published: (2025)
A Bespoke Design Approach to Low-Power Printed Microprocessors for Machine Learning Applications
by: Chaidos, Panagiotis, et al.
Published: (2025)
by: Chaidos, Panagiotis, et al.
Published: (2025)
A Scalable FPGA Architecture With Adaptive Memory Utilization for GEMM-Based Operations
by: Petropoulos, Anastasios, et al.
Published: (2025)
by: Petropoulos, Anastasios, et al.
Published: (2025)
TransAxx: Efficient Transformers with Approximate Computing
by: Danopoulos, Dimitrios, et al.
Published: (2024)
by: Danopoulos, Dimitrios, et al.
Published: (2024)
AMD Versal Implementations of FAM and SSCA Estimators
by: Li, Carol Jingyi, et al.
Published: (2025)
by: Li, Carol Jingyi, et al.
Published: (2025)
Towards Employing FPGA and ASIP Acceleration to Enable Onboard AI/ML in Space Applications
by: Leon, Vasileios, et al.
Published: (2025)
by: Leon, Vasileios, et al.
Published: (2025)
FlexVector: A SpMM Vector Processor with Flexible VRF for GCNs on Varying-Sparsity Graphs
by: Li, Bohan, et al.
Published: (2026)
by: Li, Bohan, et al.
Published: (2026)
MAx-DNN: Multi-Level Arithmetic Approximation for Energy-Efficient DNN Hardware Accelerators
by: Leon, Vasileios, et al.
Published: (2025)
by: Leon, Vasileios, et al.
Published: (2025)
Accelerating CRONet on AMD Versal AIE-ML Engines
by: Mhatre, Kaustubh, et al.
Published: (2026)
by: Mhatre, Kaustubh, et al.
Published: (2026)
Physical Design Exploration of a Wire-Friendly Domain-Specific Processor for Angstrom-Era Nodes
by: Ruotolo, Lorenzo, et al.
Published: (2025)
by: Ruotolo, Lorenzo, et al.
Published: (2025)
Exploring the Versal AI Engine for 3D Gaussian Splatting
by: Shimamura, Kotaro, et al.
Published: (2025)
by: Shimamura, Kotaro, et al.
Published: (2025)
FIGLUT: An Energy-Efficient Accelerator Design for FP-INT GEMM Using Look-Up Tables
by: Park, Gunho, et al.
Published: (2025)
by: Park, Gunho, et al.
Published: (2025)
MaRVIn: A Cross-Layer Mixed-Precision RISC-V Framework for DNN Inference, from ISA Extension to Hardware Acceleration
by: Armeniakos, Giorgos, et al.
Published: (2025)
by: Armeniakos, Giorgos, et al.
Published: (2025)
Mixed-precision Neural Networks on RISC-V Cores: ISA extensions for Multi-Pumped Soft SIMD Operations
by: Armeniakos, Giorgos, et al.
Published: (2024)
by: Armeniakos, Giorgos, et al.
Published: (2024)
tubGEMM: Energy-Efficient and Sparsity-Effective Temporal-Unary-Binary Based Matrix Multiply Unit
by: Vellaisamy, Prabhu, et al.
Published: (2024)
by: Vellaisamy, Prabhu, et al.
Published: (2024)
GEMM-GS: Accelerating 3D Gaussian Splatting on Tensor Cores with GEMM-Compatible Blending
by: Li, Haomin, et al.
Published: (2026)
by: Li, Haomin, et al.
Published: (2026)
Transitive Array: An Efficient GEMM Accelerator with Result Reuse
by: Guo, Cong, et al.
Published: (2025)
by: Guo, Cong, et al.
Published: (2025)
Development of High-Performance DSP Algorithms on the European Rad-Hard NG-ULTRA SoC FPGA
by: Leon, Vasileios, et al.
Published: (2024)
by: Leon, Vasileios, et al.
Published: (2024)
Accelerating Elliptic Curve Point Additions on Versal AI Engine for Multi-scalar Multiplication
by: Ohno, Ayumi, et al.
Published: (2025)
by: Ohno, Ayumi, et al.
Published: (2025)
tuGEMM: Area-Power-Efficient Temporal Unary GEMM Architecture for Low-Precision Edge AI
by: Nair, Harideep, et al.
Published: (2024)
by: Nair, Harideep, et al.
Published: (2024)
Tempus: A Temporally Scalable Resource-Invariant GEMM Streaming Framework for Versal AI Edge
by: Grailoo, M., et al.
Published: (2026)
by: Grailoo, M., et al.
Published: (2026)
MACO: Exploring GEMM Acceleration on a Loosely-Coupled Multi-core Processor
by: Sui, Bingcai, et al.
Published: (2024)
by: Sui, Bingcai, et al.
Published: (2024)
Combining Fault Tolerance Techniques and COTS SoC Accelerators for Payload Processing in Space
by: Leon, Vasileios, et al.
Published: (2025)
by: Leon, Vasileios, et al.
Published: (2025)
A Unified Framework for Mapping and Synthesis of Approximate R-Blocks CGRAs
by: Alexandris, Georgios, et al.
Published: (2025)
by: Alexandris, Georgios, et al.
Published: (2025)
Similar Items
-
Post-Quantum and Blockchain-Based Attestation for Trusted FPGAs in B5G Networks
by: Papalamprou, Ilias, et al.
Published: (2025) -
Architectural Classification of XR Workloads: Cross-Layer Archetypes and Implications
by: Shi, Xinyu, et al.
Published: (2026) -
Exploiting temporal parallelism for LSTM Autoencoder acceleration on FPGA
by: Leftheriotis, Aimilios, et al.
Published: (2026) -
CAT: Customized Transformer Accelerator Framework on Versal ACAP
by: Zhang, Wenbo, et al.
Published: (2024) -
Decoupled Access-Execute enabled DVFS for tinyML deployments on STM32 microcontrollers
by: Alvanaki, Elisavet Lydia, et al.
Published: (2024)