DiffEnc: Variational Diffusion with a Learned Encoder. - Beatrix Miranda Ginn Nielsen; Anders Christensen; Andrea Dittadi; Ole Winther (ICLR, 2024)

Hubness Reduction Improves Sentence-BERT Semantic Spaces. - Beatrix Miranda Ginn Nielsen; Lars Kai Hansen (NLDL, 2024)

Prediction Hubs are Context-Informed Frequent Tokens in LLMs. - Beatrix Miranda Ginn Nielsen; Iuri Macocco; Marco Baroni (ACL (1), 2025)

When Does Closeness in Distribution Imply Representational Similarity? An Identifiability Perspective. - Beatrix M. G. Nielsen; Emanuele Marconato; Andrea Dittadi; Luigi Gresele (CoRR, 2025)