Selected publications

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On the calibration of likelihood functions & the Aitchison geometry of the probability simplex:

Preprint still under review!

The distribution of calibrated likelihood functions on the probability-likelihood Aitchison simplex; a joint work with Andreas Nautsch, Driss Matrouf, Pierre-Michel Bousquet, and Jean-François Bonastre;

>>> arxiv

A generalisation of the Shapley value to the probability simplex for explaining predictions in multiclass settings:

Explaining a probabilistic prediction on the simplex with Shapley compositions; a joint work with Miquel Parelló-Nieto, Jean-François Bonastre, and Peter Flach;

>>> arxiv (with appendices), ios press (without)

On the calibration of LLRs and the zero-evidence privacy approach in speech and speaker technologies:

A bridge between features and evidence for binary attribute-driven perfect privacy; a joint work with Andreas Nautsch, Driss Matrouf, Pierre-Michel Bousquet, and Jean-François Bonastre;

>>> arxiv, ieeexplore, see also a french version: isca-archive

For its use in an analysis-synthesis voice conversion pipeline, see also: Hiding speaker's sex in speech using zero-evidence speaker representation in an analysis-synthesis pipeline; a joint work with Xiaoxiao Miao, Xin Wang, Junichi Yamagishi, Jean-François Bonastre and Driss Matrouf;

>>> arxiv, ieeexplore

My PhD thesis:

Representing evidence for attribute privacy : Bayesian updating, compositional evidence and calibration;

>>> HAL theses

See more of my publications on Scholar but f*ck google..


Updated in october 2025