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20242026
most citedWhat is causal about causal models and representations?

1 citations · 1 across the 4 of their papers we have counts for

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cs.LG2026

Relational Linear Properties in Language Models: An Empirical Investigation

Giovanni Valer, Luigi Gresele, Marco Bronzini +1

Linear properties are ubiquitous in the representations of language models; however, testing them experimentally remains a challenging task. This work focuses on relational lineari…

cs.LG2026

Logit Distance Bounds Representational Similarity

Beatrix M. G. Nielsen, Emanuele Marconato, Luigi Gresele +2

For a broad family of discriminative models that includes autoregressive language models, identifiability results imply that if two models induce the same conditional distributions…