Published in NeurIPS 2025 Machine Learning and the Physical Sciences Workshop, 2025
Integrated framework that automates the discovery and optimization of neural networks focusing on FPGA deployment without requiring time-intensive synthesis
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Published in ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2025
Benchmark and dataset of over 680,000 synthesized neural networks to evaluate GNN- and transformer-based surrogate models predicting FPGA resource usage and latency
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Published in Machine Learning Science and Technology Journal, 2025
This paper presents a new hardware-aware neural architecture search pipeline for low latency deployment
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Published in 2nd Annual AAAI Workshop on AI to Accelerate Science and Engineering, 2024
This paper presents a new hardware aware neural architecture search pipeline for Bragg Peak Spectroscopy experiments
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