Author

Hendrik Borras

Observed names: Borras, H., Borras, Hendrik

Institution: Heidelberg University

Observed institution: Heidelberg University

ORCID: 0000-0002-2411-2416

Observed ORCID: 0000-0002-2411-2416

OpenAlex ID: A5073827642

Probabilistic photonic computing with chaotic light

2024 · Frank Brückerhoff-Plückelmann, Hendrik Borras, et al. · Nature Communications · 40

QONNX: Representing Arbitrary-Precision Quantized Neural Networks

2022 · Pappalardo, Alessandro, Umuroglu, Yaman, et al. · arXiv (Cornell University) · 30

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Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark

2022 · Borras, Hendrik, Di Guglielmo, Giuseppe, et al. · arXiv (Cornell University) · 24

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Probabilistic photonic computing for AI

2025 · Frank Brückerhoff-Plückelmann, Anna P. Ovvyan, et al. · Nature Computational Science · 16

Walking Noise: On Layer-Specific Robustness of Neural Architectures Against Noisy Computations and Associated Characteristic Learning Dynamics

2024 · Hendrik Borras, Bernhard Klein, et al. · Lecture notes in computer science · 5

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Temporal speckle enables probabilistic weights for uncertainty-aware photonic AI

2025 · Brückerhoff-Plückelmann, F., Borras, H., et al. · arXiv (Cornell University) · 4

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Variance-Aware Noisy Training: Hardening DNNs Against Unstable Analog Computations

2025 · Xiao Wang, Hendrik Borras, et al. · Lecture notes in computer science · 3

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On Hardening DNNs against Noisy Computations

2025 · Wang, Xiao, Borras, Hendrik, et al. · arXiv (Cornell University) · 2

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Beyond Noise: Understanding and Overcoming Temperature Effects in Analog DNN Inference

2026 · Summ, Niklas, Wang, Xiao, et al. · arXiv (Cornell University) · 1

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Uncertainty-Preserving QBNNs: Multi-Level Quantization of SVI-Based Bayesian Neural Networks for Image Classification

2025 · Borras, Hendrik, Wu, Yong, et al. · arXiv (Cornell University) · 1

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Accelerated Execution of Bayesian Neural Networks using a Single Probabilistic Forward Pass and Code Generation

2026 · Bernhard Klein, Falk Selker, et al. · ACM Transactions on Architecture and Code Optimization

Temporal speckle enables probabilistic weights for uncertainty-aware photonic AI

2026 · Wolfram Pernice, Frank Brückerhoff-Plückelmann, et al. · Research Square

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Constrained Co-Design for Photonic Bayesian Neural Networks

2026 · Borras, Hendrik, Wang, Xiao, et al. · arXiv (Cornell University)

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Probabilistic photonic computing

2026 · Frank Brückerhoff-Plückelmann, Hendrik Borras, et al. · Integrated Photonics Platforms

Probabilistic Photonic Computing

2026 · Brückerhoff-Plückelmann, Frank, Ovvyan, Anna P., et al. · arXiv (Cornell University)

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SLURM-Managed HyperParameter Optimization

2026 · Chattopadhyay, Anusha, Borras, Hendrik, et al. · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics)

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Probabilistic Photonic Computing with Chaotic Light

2025 · Frank Brückerhoff-Plückelmann, Hendrik Borras, et al. · Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC)

Works count: 18

Citation count: 126

H-index: 5

I10-index: 4