Marta Andronic

PhD student, Electrical and Electronic Engineering, Imperial College London

Joined

May 2025

Names

Marta Andronic (Preferred)

Emails

****@imperial.ac.uk (Confirmed)

Personal Links

Semantic Scholar

Career & Education History

PhD student

Electrical and Electronic Engineering, Imperial College London (ic.ac.uk)

2022 – 2026

Advisors, Relations & Conflicts

PhD Advisor

George Anthony Constantinides

2022 – 2026

Expertise

Algorithm-hardware co-design

2022 – 2026

Publications

NeuraLUT-Assemble: Hardware-aware Assembling of Sub-Neural Networks for Efficient LUT Inference
Marta Andronic, George A. Constantinides
- CoRR 2025
- Readers: Everyone
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
- HPCA 2025
- Readers: Everyone
ReducedLUT: Table Decomposition with "Don't Care" Conditions
Oliver Cassidy, Marta Andronic, Samuel Coward, George A. Constantinides
- FPGA 2025
- Readers: Everyone
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
- FPGA 2025
- Readers: Everyone
PolyLUT: Ultra-low Latency Polynomial Inference with Hardware-Aware Structured Pruning
Marta Andronic, Jiawen Li, George A. Constantinides
- CoRR 2025
- Readers: Everyone
NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions
Marta Andronic, George A. Constantinides
- FPL 2024
- Readers: Everyone
PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference
Marta Andronic, George A. Constantinides
- ICFPT 2023
- Readers: Everyone

View all 11 publications

Co-Authors