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concept:baker-et-al-2017

Baker et al. 2017

Reference for ToM modeled through partially observable inference of others' beliefs

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  • Discovered that color distances in language representations mirror human perceptual distances; reproduced and extended in this paper
  • Showed contrastive learning inverts the data generating process; supports claim that contrastive learners recover statistics of underlying world
  • Showed word embeddings of visual concept names can be isometrically mapped to image embeddings, and developed framework for efficient concept extraction
  • Found a single linear projection sufficient to stitch vision model to LLM for VQA and captioning
  • Abrini et al. 2025concept0.736
    Recent ToM in AI work cited as emphasizing inference of others' beliefs, contrasted with this paper's self-focus
  • Introduced CKA and observed that model alignment increases with model scale and dataset size
  • Blyth et al. 2001concept0.732
    Chronic pain epidemiology study cited in discussion of quality of life under chronic pain
  • Found Rosetta Neurons — neurons activated by same patterns across diverse vision models