wa-hls4ml and lui-gnn: A Benchmark and GNN based Surrogate Model for hls4ml Resource and Latency Estimation. - Benjamin Hawks; Dennis Plotnikov; Nhan Tran; Karla Tame-Narvaez; Mohammad Mehdi Rahimifar; Hamza Ezzaoui Rahali; Audrey C. Therrien; Giuseppe Di Guglielmo; Javier Duarte; Vladimir Loncar (FPGA, 2025)

Building Machine Learning Challenges for Anomaly Detection in Science. - Elizabeth G. Campolongo; Yuan-Tang Chou; Ekaterina Govorkova; Wahid Bhimji; Wei-Lun Chao; Chris Harris; Shih-Chieh Hsu; Hilmar Lapp; Mark S. Neubauer; Josephine M. Namayanja; Aneesh Subramanian; Philip C. Harris; et al. (CoRR, 2025)

SuperSONIC: Cloud-Native Infrastructure for ML Inferencing. - Dmitry Kondratyev; Benedikt Riedel; Yuan-Tang Chou; Miles Cochran-Branson; Noah Paladino; David Schultz; Mia Liu; Javier Duarte; Philip Harris; Shih-Chieh Hsu (CoRR, 2025)