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Research outputs

Lightweight jet reconstruction and identification as an object detection task   [2022]

Pol, Adrian Alan; Aarrestad, Thea; Govorkova, Ekaterina; Halily, Roi; Klempner, Anat; Kopetz, Tal; Loncar, Vladimir; Ngadiuba, Jennifer; Pierini, Maurizio; Sirkin, Olya;
Summers, Sioni;

Exploring spatial reasoning performances of CNN on linear layout dataset   [2024]

Pejic, Jelena Ljubisa  ; Petkovic, Marko  ; Klinge, Sandra

SymbolNet: neural symbolic regression with adaptive dynamic pruning for compression   [2025]

Tsoi, Ho Fung; Loncar, Vladimir; Dasu, Sridhara; Harris, Philip

Fast convolutional neural networks on FPGAs with hls4ml   [2021]

Aarrestad, Thea; Loncar, Vladimir; ...; (broj, koautora 20)

Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml   [2022]

Ghielmetti, Nicolo; Loncar, Vladimir; Pierini, Maurizio; Roed, Marcel; Summers, Sioni; Aarrestad, Thea; Petersson, Christoffer; Linander, Hampus; Ngadiuba, Jennifer; Lin, Kelvin;
Harris, Philip;

Compressing deep neural networks on FPGAs to binary and ternary precision with <monospace>hls4ml</monospace>   [2021]

Ngadiuba, Jennifer; Loncar, Vladimir  ; Pierini, Maurizio; Summers, Sioni; Di Guglielmo, Giuseppe; Duarte, Javier; Harris, Philip; Rankin, Dylan; Jindariani, Sergo; Liu, Mia;
Pedro, Kevin; Tran, Nhan; Kreinar, Edward; Sagear, Sheila; Wu, Zhenbin; Hoang, Duc;

It's not a FAD: first demonstration of flows for unsupervised anomaly detection at 40 MHz for use at the Large Hadron Collider   [2026]

Vaselli, Francesco; Sun, Chang; Aarrestad, Thea; Danopoulos, Dimitrios; Oskari, Niemi Roope; Mikolaj, Glowacki Maciej; Govorkova, Katya; Loncar, Vladimir; Pantaleo, Felice; Pierini, Maurizio

Ultrafast jet classification at the HL-LHC   [2024]

Odagiu, Patrick; ...; Loncar, Vladimir; ...; (broj, koautora 16)

Simultaneous energy and mass calibration of large-radius jets with the ATLAS detector using a deep neural network   [2024]

Živković, Lidija  ; ...; (broj, koautora 2879)

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