A Reconfigurable Neural Network ASIC for Detector Front-End Data Compression at the HL-LHC von Guglielmo, Giuseppe Di, Fahim, Farah, Herwig, Christian, Valentin, Manuel Blanco, Duarte, Javier, Gingu, Cristian, Harris, Philip, Hirschauer, James, Kwok, Martin, Loncar, Vladimir, Luo, Yingyi, Miranda, Llovizna, Ngadiuba, Jennifer, Noonan, Daniel, Ogrenci-Memik, Seda, Pierini, Maurizio, Summers, Sioni, Tran, Nhan

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Leveraging Prior Knowledge for Effective Design-Space Exploration in High-Level Synthesis von Ferretti, Lorenzo, Kwon, Jihye, Ansaloni, Giovanni, Guglielmo, Giuseppe Di, Carloni, Luca P., Pozzi, Laura

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Machine-Learning-Based Microwave Sensing: A Case Study for the Food Industry von Ricci, Marco, Stitic, Bernardita, Urbinati, Luca, Guglielmo, Giuseppe Di, Vasquez, Jorge A. Tobon, Carloni, Luca P., Vipiana, Francesca, Casu, Mario R.

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Photonic Switched Optically Connected Memory: An Approach to Address Memory Challenges in Deep Learning von Zhu, Ziyi, Di Guglielmo, Giuseppe, Cheng, Qixiang, Glick, Madeleine, Kwon, Jihye, Guan, Hang, Carloni, Luca P., Bergman, Keren

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System-Level Optimization of Accelerator Local Memory for Heterogeneous Systems-on-Chip von Pilato, Christian, Mantovani, Paolo, Di Guglielmo, Giuseppe, Carloni, Luca P.

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PAGURUS: Low-Overhead Dynamic Information Flow Tracking on Loosely Coupled Accelerators von Piccolboni, Luca, Di Guglielmo, Giuseppe, Carloni, Luca P.

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COSMOS: Coordination of High-Level Synthesis and Memory Optimization for Hardware Accelerators von Piccolboni, Luca, Mantovani, Paolo, Guglielmo, Giuseppe Di, Carloni, Luca P.

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Fast convolutional neural networks on FPGAs with hls4ml von Aarrestad, Thea, Loncar, Vladimir, Ghielmetti, Nicolò, Pierini, Maurizio, Summers, Sioni, Ngadiuba, Jennifer, Petersson, Christoffer, Linander, Hampus, Iiyama, Yutaro, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Rankin, Dylan, Jindariani, Sergo, Pedro, Kevin, Tran, Nhan, Liu, Mia, Kreinar, Edward, Wu, Zhenbin, Hoang, Duc

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CRYLOGGER: Detecting Crypto Misuses Dynamically von Piccolboni, Luca, Guglielmo, Giuseppe Di, Carloni, Luca P., Sethumadhavan, Simha

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DB4HLS: A Database of High-Level Synthesis Design Space Explorations von Ferretti, Lorenzo, Kwon, Jihye, Ansaloni, Giovanni, Di Guglielmo, Giuseppe, Carloni, Luca, Pozzi, Laura

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Compressing deep neural networks on FPGAs to binary and ternary precision with hls4ml von 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

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Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics von Iiyama, Yutaro, Cerminara, Gianluca, Gupta, Abhijay, Kieseler, Jan, Loncar, Vladimir, Pierini, Maurizio, Qasim, Shah Rukh, Rieger, Marcel, Summers, Sioni, Van Onsem, Gerrit, Wozniak, Kinga Anna, Ngadiuba, Jennifer, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Rankin, Dylan, Jindariani, Sergo, Liu, Mia, Pedro, Kevin, Tran, Nhan, Kreinar, Edward, Wu, Zhenbin

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Real-Time Inference With 2D Convolutional Neural Networks on Field Programmable Gate Arrays for High-Rate Particle Imaging Detectors von Jwa, Yeon-Jae, Di Guglielmo, Giuseppe, Arnold, Lukas, Carloni, Luca, Karagiorgi, Georgia

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Smart pixel sensors: towards on-sensor filtering of pixel clusters with deep learning von Yoo, Jieun, Dickinson, Jennet, Swartz, Morris, Di Guglielmo, Giuseppe, Bean, Alice, Berry, Douglas, Blanco Valentin, Manuel, DiPetrillo, Karri, Fahim, Farah, Gray, Lindsey, Hirschauer, James, Kulkarni, Shruti R, Lipton, Ron, Maksimovic, Petar, Mills, Corrinne, Neubauer, Mark S, Parpillon, Benjamin, Pradhan, Gauri, Syal, Chinar, Tran, Nhan, Wen, Dahai, Young, Aaron

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A design methodology for compositional high-level synthesis of communication-centric SoCs von Di Guglielmo, Giuseppe, Pilato, Christian, Carloni, Luca P.

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Efficient Generation of Stimuli for Functional Verification by Backjumping Across Extended FSMs von Guglielmo, Giuseppe Di, Guglielmo, Luigi Di, Fummi, Franco, Pravadelli, Graziano

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Fast inference of Boosted Decision Trees in FPGAs for particle physics von Summers, S., Di Guglielmo, G., Duarte, J., Harris, P., Hoang, D., Jindariani, S., Kreinar, E., Loncar, Ngadiuba, J., Pierini, M., Rankin, D., Tran, N., Wu, Z.

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Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak von Yumou Wei, elli, Ryan F, Hansen, Chris, Levesque, Jeffrey P, Tran, Nhan, Agar, Joshua C, Giuseppe Di Guglielmo, Mauel, Michael E, Navratil, Gerald A

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In-pixel AI for lossy data compression at source for X-ray detectors von B. Valentin, Manuel, Di Guglielmo, Giuseppe, Noonan, Danny, Dilip, Priyanka, Huang, Panpan, Quinn, Adam, Zimmerman, Thomas, Braga, Davide, Ogrenci, Seda, Jacobsen, Chris, Tran, Nhan, Fahim, Farah

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Accelerating Deep Neural Networks for Real-time Data Selection for High-resolution Imaging Particle Detectors von Yeon-Jae Jwa, Giuseppe Di Guglielmo, Carloni, Luca P, Karagiorgi, Georgia

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