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Luigi Gresele

All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling

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Oct 30, 2024
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Independent Mechanism Analysis and the Manifold Hypothesis

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Dec 20, 2023
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CLadder: A Benchmark to Assess Causal Reasoning Capabilities of Language Models

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Dec 07, 2023
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Nonparametric Identifiability of Causal Representations from Unknown Interventions

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Jun 01, 2023
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Causal Component Analysis

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May 26, 2023
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Evaluating vaccine allocation strategies using simulation-assisted causal modelling

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Dec 14, 2022
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Probing the Robustness of Independent Mechanism Analysis for Representation Learning

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Jul 13, 2022
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Embrace the Gap: VAEs Perform Independent Mechanism Analysis

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Jun 06, 2022
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On Pitfalls of Identifiability in Unsupervised Learning. A Note on: "Desiderata for Representation Learning: A Causal Perspective"

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Feb 14, 2022
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Causal Inference Through the Structural Causal Marginal Problem

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Feb 04, 2022
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