TY - RPRT TI - hls4ml: A Flexible, Open-Source Platform for Deep Learning Acceleration on Reconfigurable Hardware AU - Schulte, Jan-Frederik [Purdue U.] (ORCID:000000034421680X) AU - Ramhorst, Benjamin [Zurich, ETH] (ORCID:0000000200261281) AU - Sun, Chang [Caltech] (ORCID:000000032774175X) AU - Mitrevski, Jovan [Fermilab] (ORCID:0000000190980513) AU - Ghielmetti, Nicolò [CERN] (ORCID:0000000246609757) AU - Lupi, Enrico [CERN] (ORCID:0009000703298075) AU - Danopoulos, Dimitrios [CERN] (ORCID:0000000193275983) AU - Lončar, Vladimir [Belgrade, Inst. Phys.; CERN] (ORCID:0000000336510232) AU - Duarte, Javier [UC, San Diego (main)] (ORCID:0000000250767096) AU - Burnette, David [KETEK, Munich] (ORCID:0009000350332599) AU - Laatu, Lauri [Imperial Coll., London] (ORCID:0000000165788618) AU - Tzelepis, Stylianos [Natl. Tech. U., Athens] (ORCID:0009000284046630) AU - Axiotis, Konstantinos [Geneva U.] (ORCID:0000000336648186) AU - Berthet, Quentin [Fribourg U.; Geneva U.] (ORCID:0000000172720013) AU - Wang, Haoyan [Altera, UK] (ORCID:0009000787819834) AU - White, Paul [Altera, UK] (ORCID:0009000271112029) AU - Demirsoy, Suleyman [Altera, UK] (ORCID:0009000658817883) AU - Colombo, Marco [LBNL, Berkeley; New York U., CCPP] (ORCID:0009000824462898) AU - Aarrestad, Thea Klaeboe [Zurich, ETH] (ORCID:000000027671243X) AU - Summers, Sioni [CERN] (ORCID:0000000342442061) AU - Pierini, Maurizio [CERN] (ORCID:0000000319394268) AU - Di Guglielmo, Giuseppe [Fermilab] (ORCID:0000000257491432) AU - Ngadiuba, Jennifer [Fermilab] (ORCID:0000000200552935) AU - Campos, Javier [Fermilab] (ORCID:0009000880293267) AU - Hawks, Ben [Fermilab] (ORCID:0000000157000288) AU - Gandrakota, Abhijith [Fermilab] (ORCID:0000000348603233) AU - Fahim, Farah [Fermilab] (ORCID:0000000312521447) AU - Tran, Nhan [Fermilab] (ORCID:0000000284406854) AU - Constantinides, George A. [Imperial Coll., London] (ORCID:000000020201310X) AU - Que, Zhiqiang [Imperial Coll., London] (ORCID:0000000292636529) AU - Luk, Wayne [Imperial Coll., London] (ORCID:000000026750927X) AU - Tapper, Alexander [Imperial Coll., London] (ORCID:000000034543864X) AU - Hoang, Duc [MIT] (ORCID:000000028250870X) AU - Paladino, Noah [MIT] (ORCID:000000031225537X) AU - Harris, Philip [MIT] (ORCID:0000000181893741) AU - Lai, Bo-Cheng [NYCU, Hsinchu] (ORCID:0000000297295196) AU - Valentin, Manuel [Northwestern U.] (ORCID:0000000252986225) AU - Forelli, Ryan [Northwestern U.] (ORCID:0009000192821150) AU - Ogrenci, Seda [Northwestern U.] (ORCID:0000000183279585) AU - Gerlach, Lino [Princeton U.] (ORCID:0000000241535541) AU - Flynn, Rian Brooks [Purdue U.] (ORCID:0009000616624506) AU - Liu, Mia [Purdue U.] (ORCID:000000019012395X) AU - Diaz, Daniel [UC, San Diego (main)] (ORCID:0000000168341176) AU - Khoda, Elham E. [UC, San Diego (main)] (ORCID:0000000187206615) AU - Quinnan, Melissa [UC, San Diego (main)] (ORCID:0000000329025597) AU - Marroquin Solares, Russell [UC, San Diego (main)] (ORCID:0000000233647463) AU - Parajuli, Santosh [Illinois U., Urbana (main)] (ORCID:0000000314993990) AU - Neubauer, Mark S. [Illinois U., Urbana (main)] (ORCID:0000000184349274) AU - Herwig, Christian [Michigan U.] (ORCID:0000000242806382) AU - Tsoi, Ho Fung [Pennsylvania U.] (ORCID:0000000225502184) AU - Rankin, Dylan [Pennsylvania U.] (ORCID:0000000184119620) AU - Hsu, Shih-Chieh [Washington U., Seattle] (ORCID:0000000162148500) AU - Hauck, Scott [Washington U., Seattle] (ORCID:0000000195160311) PY - 2025 UR - https://www.osti.gov/biblio/3008839 ID - 3008839 ER -