Marta Andronic

According to our database, Marta Andronic authored at least 10 papers between 2023 and 2026.

Collaborative distances:

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

2026

Bit-Serial Acceleration of LLM Inference With Mixture-of-Datatype Quantization.

Yuzong Chen, Chi-Chih Chang, Xilai Dai, Ahmed F. AbouElhamayed, Marta Andronic, George A. Constantinides, Mohamed S. Abdelfattah

IEEE Trans. Computers, February, 2026

2025

PolyLUT: Ultra-Low Latency Polynomial Inference With Hardware-Aware Structured Pruning.

Marta Andronic, Jiawen Li, George A. Constantinides

IEEE Trans. Computers, September, 2025

BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration.

Yuzong Chen, Ahmed F. AbouElhamayed, Xilai Dai, Yang Wang, Marta Andronic, George A. Constantinides, Mohamed S. Abdelfattah

Proceedings of the IEEE International Symposium on High Performance Computer Architecture, 2025

Greater than the Sum of its LUTs: Scaling Up LUT-based Neural Networks with AmigoLUT.

Olivia Weng, Marta Andronic, Danial Zuberi, Jiaqing Chen, Caleb Geniesse, George A. Constantinides, Nhan Tran, Nicholas J. Fraser, Javier Mauricio Duarte, Ryan Kastner

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

ReducedLUT: Table Decomposition with "Don't Care" Conditions.

Oliver Cassidy, Marta Andronic, Samuel Coward, George A. Constantinides

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

Ph.D. Project Hardware-Aware Neural Networks.

Marta Andronic, George A. Constantinides

Proceedings of the 33rd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2025

NeuraLUT-Assemble: Hardware-Aware Assembling of Sub-Neural Networks for Efficient LUT Inference.

Marta Andronic, George A. Constantinides

Proceedings of the 33rd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2025

Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding.

Taowen Liu, Marta Andronic, Deniz Gündüz, George Anthony Constantinides

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

2024

NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions.

Marta Andronic, George A. Constantinides

Proceedings of the 34th International Conference on Field-Programmable Logic and Applications, 2024

2023

PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference.

Marta Andronic, George A. Constantinides

Proceedings of the International Conference on Field Programmable Technology, 2023