João Machado de Freitas, M.Sc., is a Research Associate for the Christian Doppler Laboratory for Dependable Intelligent Systems in Harsh Environments.

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Publications

• Chapter Bento Machado Marques de Freitas J., Fuchs A., Paller P., Feuerstein M. & Pernkopf F. (2025) TabPFN for Data-Scarce Industrial Settings. . [more info]
• Journal article Bento Machado Marques de Freitas J. & Geiger B. (2025) Trustworthy Representation Learning via Information Funnels and Bottlenecks. in Machine Learning, 114(12). [more info] [doi]
• Conference paper Lampl N., Bento Machado Marques de Freitas J., Fuchs A. & Pernkopf F. (2025) Avoiding domain drift and constant predictions with diffusion enhanced vector-quantized autoencoders for temperature prediction. in 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2025. [more info]
• Journal article Lobato C., Bento Machado Marques de Freitas J., Habich D., Berg G. & Cernava T. (2024) Wild again: recovery of a beneficial Cannabis seed endophyte from low domestication genotypes. in Microbiome, 12(1). [more info] [doi]
• Journal article AUTHOR U., AUTHOR U., AUTHOR U., AUTHOR U., Bergmann A., Bock A., Denk S., Fischer R., Fuchs J., Geiger B., Haas G., Hoelzl M., Horvath L., Huber A., Kasilov S., Kernbichler W., Kim D., Koch F., Kraus M., Krieger K., Lang P., Lebschy A., Li L., Liu Y., Maier H., Martitsch A., Mayer A., Mayer M., Nielsen A., Petersson P., Rasmussen J., Schall G., Schmid K., Schneider P., Schubert M., Shao L., Simon P., Sun H., Toussaint U., Wagner D., Wang X., Zhang W., Fuchs C., Geiger B., Gruber M., Heyn M., Lang P., Liu Y., Moro A., Mueller H., Rack M., Schneider M., Schneider B., Schneider P., Urban J., Afzal M., Fischer U., Freisinger M., Fuchs V., Geiger B., Kantor A., Kim H., Kim H., Lam N., Lee S., Linke J., Linsmeier C., Moser L., Park M., Riva M., Schmuck S., Schoepf K., Strauss H., Tang W., Taylor D., Thomas J., Thomas J., Turner I., Turner M., Vu T., Weiland J., Williams J., Williams M., Wilson J. & Wood R. (2019) A locked mode indicator for disruption prediction on JET and ASDEX upgrade. in Fusion Engineering and Design, 138, p. 254-266. [more info] [doi]