TY - RPRT TI - wa-hls4ml: A Benchmark and Surrogate Models for hls4ml Resource and Latency Estimation AU - Hawks, Benjamin [Fermilab] (ORCID:0000000157000288) AU - Weitz, Jason [UC, San Diego] (ORCID:0009000463153562) AU - Demler, Dmitri [UC, San Diego] (ORCID:0009000994539755) AU - Tame-Narvaez, Karla [Fermilab] (ORCID:0000000222499450) AU - Plotnikov, Dennis [Johns Hopkins U.] (ORCID:0000000226108226) AU - Rahimifar, Mohammad Mehdi [Sherbrooke U.] (ORCID:0000000265828322) AU - Rahali, Hamza Ezzaoui [Sherbrooke U.] (ORCID:000000020352725X) AU - Therrien, Audrey C. [Sherbrooke U.] (ORCID:0000000166988400) AU - Sproule, Donovan [Columbia U.] (ORCID:0009000867195769) AU - Khoda, Elham E. [UC, San Diego] (ORCID:0000000187206615) AU - Smith, Keegan A. [Texas A-M] (ORCID:0009000406537033) AU - Marroquin, Russell [UC, San Diego] (ORCID:0000000233647463) AU - Di Guglielmo, Giuseppe [Fermilab] (ORCID:0000000257491432) AU - Tran, Nhan [Fermilab] (ORCID:0000000284406854) AU - Duarte, Javier [UC, San Diego] (ORCID:0000000250767096) AU - Loncar, Vladimir [CERN] (ORCID:0000000336510232) PY - 2026 DO - 10.1145/3787490 UR - https://www.osti.gov/biblio/3018489 ID - 3018489 ER -