Endri Taka

According to our database, Endri Taka authored at least 15 papers between 2019 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

From Loop Nests to Silicon: Mapping AI Workloads onto AMD NPUs with MLIR-AIR.

Erwei Wang, Samuel Bayliss, Andra Bisca, Zachary Blair, Sangeeta Chowdhary, Kristof Denolf, Jeff Fifield, Brandon Freiberger, Erika Hunhoff, Phil James-Roxby, Jack Lo, Joseph Melber, Stephen Neuendorffer, Eddie Richter, André Rösti, Javier Setoain, Gagandeep Singh, Endri Taka, Pranathi Vasireddy, Zhewen Yu, Niansong Zhang, Jinming Zhuang

ACM Trans. Reconfigurable Technol. Syst., June, 2026

Striking the Balance: GEMM Performance Optimization Across Generations of Ryzen™ AI NPUs.

Endri Taka, Andre Roesti, Joseph Melber, Pranathi Vasireddy, Kristof Denolf, Diana Marculescu

Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2026

2025

Striking the Balance: GEMM Performance Optimization Across Generations of Ryzen AI NPUs.

Endri Taka, Andre Roesti, Joseph Melber, Pranathi Vasireddy, Kristof Denolf, Diana Marculescu

CoRR, December, 2025

Can Asymmetric Tile Buffering Be Beneficial?

Chengyue Wang, Wesley Pang, Xinrui Wu, Gregory Jun, Luis Romero, Endri Taka, Diana Marculescu, Tony Nowatzki, Pranathi Vasireddy, Joseph Melber, Deming Chen, Jason Cong

CoRR, November, 2025

Performance Analysis of GEMM Workloads on the AMD Versal Platform.

Kaustubh Manohar Mhatre, Venkata Guru Prashanth Mulleti, Curt John Bansil, Endri Taka, Aman Arora

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2025

GAMA: High-Performance GEMM Acceleration on AMD Versal ML-Optimized AI Engines.

Kaustubh Manohar Mhatre, Endri Taka, Aman Arora

Proceedings of the 35th International Conference on Field-Programmable Logic and Applications, 2025

Systolic Sparse Tensor Slices: FPGA Building Blocks for Sparse and Dense AI Acceleration.

Endri Taka, Ning-Chi Huang, Chi-Chih Chang, Kai-Chiang Wu, Aman Arora, Diana Marculescu

Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025

Performance Analysis of GEMM Workloads on the AMD Versal Platform.

Kaustubh Manohar Mhatre, Venkata Guru Prasanth Mulleti, Curt John Bansil, Endri Taka, Aman Arora

Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025

2024

ELSA: Exploiting Layer-wise N:M Sparsity for Vision Transformer Acceleration.

Ning-Chi Huang, Chi-Chih Chang, Wei-Cheng Lin, Endri Taka, Diana Marculescu, Kai-Chiang Wu

CoRR, 2024

Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs.

Endri Taka, Dimitrios Gourounas, Andreas Gerstlauer, Diana Marculescu, Aman Arora

Proceedings of the 32nd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2024

ELSA: Exploiting Layer-wise N: M Sparsity for Vision Transformer Acceleration.

Ning-Chi Huang, Chi-Chih Chang, Wei-Cheng Lin, Endri Taka, Diana Marculescu, Kai-Chiang Wu

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

MaxEVA: Maximizing the Efficiency of Matrix Multiplication on Versal AI Engine.

Endri Taka, Aman Arora, Kai-Chiang Wu, Diana Marculescu

Proceedings of the International Conference on Field Programmable Technology, 2023

2022

Improving the performance of RISC-V softcores on FPGA by exploiting PVT variability and DVFS.

Endri Taka, George Lentaris, Dimitrios Soudris

Proceedings of the IEEE International Symposium on Circuits and Systems, 2022

2021

Process Variability Analysis in Interconnect, Logic, and Arithmetic Blocks of 16-nm FinFET FPGAs.

Endri Taka, Konstantinos Maragos, George Lentaris, Dimitrios Soudris

ACM Trans. Reconfigurable Technol. Syst., 2021

2019

Analysis of Performance Variation in 16nm FinFET FPGA Devices.

Konstantinos Maragos, Endri Taka, George Lentaris, Ioannis Stratakos, Dimitrios Soudris

Proceedings of the 29th International Conference on Field Programmable Logic and Applications, 2019