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Pablo Piantanida

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How Much Were You Told? Measuring External Information in Peer Reviews

Conference policies distinguish using Large Language Models (LLMs) to polish one's own review from delegating the critique, but current Artificial Text Detection (ATD) methods largely measure surface form rather than the origin of its content. We instead measure the external information carried by a review: information...

Matthieu Dubois, Pablo Piantanida, François Yvon · 0 citations
Preprint Aug 2026

Continuous Adversarial MeanFlow Transfer

This work proposes MeanFlow-Transfer, which maps heterogeneous source outputs into a shared velocity representation, uses it to initialize an MF generator from the source weights, and optimizes an MF objective on the target domain, and introduces Continuous Adversarial MeanFlow, a post-training stage that extends conti...

Yara Bahram, Zahra Dehghani, M. Desbos et al. · 0 citations

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