The multiselectivity scheme: A pyramidal organization of wavelets with variable angular selectivity. - Jean-Pierre Antoine; Laurent Jacques (EUSIPCO, 2004)

Discrete Wavelet Frames on the sphere. - Iva Bogdanova; Pierre Vandergheynst; Jean-Pierre Antoine; Laurent Jacques; M. Morvidone (EUSIPCO, 2004)

Multiselective Pyramidal Decomposition of Images: Wavelets with Adaptive Angular Selectivity. - Laurent Jacques; Jean-Pierre Antoine (Int. J. Wavelets Multiresolution Inf. Process., 2007)

Fast spin ±2 spherical harmonics transforms and application in cosmology. - Yves Wiaux; Laurent Jacques; Pierre Vandergheynst (J. Comput. Phys., 2007)

Shape from texture for omnidirectional images. - Laurent Jacques; E. De Vito; Luigi Bagnato; Pierre Vandergheynst (EUSIPCO, 2008)

A Geometrical Study of Matching Pursuit Parametrization. - Laurent Jacques; Christophe De Vleeschouwer (IEEE Trans. Signal Process., 2008)

CMOS compressed imaging by Random Convolution. - Laurent Jacques; Pierre Vandergheynst; Alexandre Bibet; Vahid Majidzadeh; Alexandre Schmid; Yusuf Leblebici (ICASSP, 2009)

Compressive sampling of pulse trains: Spread the spectrum! - Farid M. Naini; Rémi Gribonval; Laurent Jacques; Pierre Vandergheynst (ICASSP, 2009)

Sport players detection and tracking with a mixed network of planar and omnidirectional cameras. - Alexandre Alahi; Yannick Boursier; Laurent Jacques; Pierre Vandergheynst (ICDSC, 2009)

A sparsity constrained inverse problem to locate people in a network of cameras. - Alexandre Alahi; Yannick Boursier; Laurent Jacques; Pierre Vandergheynst (DPS, 2009)

TV-regularized generation of planar images from omnicams. - Yannick Boursier; Laurent Jacques; Didier Raboud; Pascal Frossard; Mohamed-Jalal Fadili; Pierre Vandergheynst (ICIP, 2009)

DeQuantizing Compressed Sensing with non-Gaussian constraints. - Laurent Jacques; David K. Hammond; Mohamed-Jalal Fadili (ICIP, 2009)

Randomly driven fuzzy key extraction of unclonable images. - Saloomeh Shariati; Laurent Jacques; François-Xavier Standaert; Benoît Macq; Mohamed Amin Salhi; Philippe Antoine (ICIP, 2010)

A (256×256) pixel 76.7mW CMOS imager/ compressor based on real-time In-pixel compressive sensing. - Vahid Majidzadeh; Laurent Jacques; Alexandre Schmid; Pierre Vandergheynst; Yusuf Leblebici (ISCAS, 2010)

Invariant Spectral Hashing of Image Saliency Graph - Maxime Taquet; Laurent Jacques; Christophe De Vleeschouwer; Benoît Macq (CoRR, 2010)

A short note on compressed sensing with partially known signal support. - Laurent Jacques (Signal Process., 2010)

Weighted fidelity in non-uniformly quantized compressed sensing. - Laurent Jacques; David K. Hammond; Mohamed-Jalal Fadili (ICIP, 2011)

Compact rotation invariant image descriptors by spectral trimming. - Maxime Taquet; Laurent Jacques; Benoît Macq; Sylvain Jaume (ICIP, 2011)

Diffeomorphic Registration of Images with Variable Contrast Enhancement. - Guillaume Janssens; Laurent Jacques; Jonathan Orban de Xivry; Xavier Geets; Benoît Macq (Int. J. Biomed. Imaging, 2011)

Sparsity Driven People Localization with a Heterogeneous Network of Cameras. - Alexandre Alahi; Laurent Jacques; Yannick Boursier; Pierre Vandergheynst (J. Math. Imaging Vis., 2011)

A panorama on multiscale geometric representations, intertwining spatial, directional and frequency selectivity. - Laurent Jacques; Laurent Duval; Caroline Chaux; Gabriel Peyré (Signal Process., 2011)

Dequantizing Compressed Sensing: When Oversampling and Non-Gaussian Constraints Combine. - Laurent Jacques; David K. Hammond; Mohamed-Jalal Fadili (IEEE Trans. Inf. Theory, 2011)

Iterative Hypothesis Testing for Multi-object Tracking with Noisy/Missing Appearance Features. - K. C. Amit Kumar; Damien Delannay; Laurent Jacques; Christophe De Vleeschouwer (ACCV Workshops (2), 2012)

Compressive Optical Deflectometric Tomography: A Constrained Total-Variation Minimization Approach - Adriana Gonzalez; Laurent Jacques; Christophe De Vleeschouwer; Philippe Antoine (CoRR, 2012)

Analysis and experimental evaluation of image-based PUFs. - Saloomeh Shariati; François-Xavier Standaert; Laurent Jacques; Benoît Macq (J. Cryptogr. Eng., 2012)

Consistent iterative hard thresholding for signal declipping. - Srdan Kitic; Laurent Jacques; Nilesh Madhu; Michael Peter Hopwood; Ann Spriet; Christophe De Vleeschouwer (ICASSP, 2013)

Compressive Schlieren deflectometry. - Prasad Sudhakar; Laurent Jacques; Xavier Dubois; Philippe Antoine; Luc Joannes (ICASSP, 2013)

On the optimality of a L1/L1 solver for sparse signal recovery from sparsely corrupted compressive measurements - Laurent Jacques (CoRR, 2013)

Quantized Iterative Hard Thresholding: Bridging 1-bit and High-Resolution Quantized Compressed Sensing - Laurent Jacques; Kévin Degraux; Christophe De Vleeschouwer (CoRR, 2013)

Stabilizing Nonuniformly Quantized Compressed Sensing With Scalar Companders. - Laurent Jacques; David K. Hammond; Mohamed-Jalal Fadili (IEEE Trans. Inf. Theory, 2013)

Robust 1-Bit Compressive Sensing via Binary Stable Embeddings of Sparse Vectors. - Laurent Jacques; Jason N. Laska; Petros T. Boufounos; Richard G. Baraniuk (IEEE Trans. Inf. Theory, 2013)

The PANOPTIC Camera: A Plenoptic Sensor with Real-Time Omnidirectional Capability. - Hossein Afshari; Laurent Jacques; Luigi Bagnato; Alexandre Schmid; Pierre Vandergheynst; Yusuf Leblebici (J. Signal Process. Syst., 2013)

An Introduction to Optimization Techniques in Computer Graphics. - Ivo Ihrke; Xavier Granier; Gaël Guennebaud; Laurent Jacques; Bastian Goldlücke (Eurographics (Tutorials), 2014)

A sparse smoothing approach for Gaussian Mixture Model based Acoustic-to-Articulatory Inversion. - Prasad Sudhakar; Laurent Jacques; Prasanta Kumar Ghosh (ICASSP, 2014)

Robust phase unwrapping by convex optimization. - Adriana Gonzalez; Laurent Jacques (ICIP, 2014)

Quantization and Compressive Sensing. - Petros T. Boufounos; Laurent Jacques; Felix Krahmer; Rayan Saab (CoRR, 2014)

Non-parametric PSF estimation from celestial transit solar images using blind deconvolution. - Adriana Gonzalez; Véronique Delouille; Laurent Jacques (CoRR, 2014)

Error Decay of (almost) Consistent Signal Estimations from Quantized Random Gaussian Projections. - Laurent Jacques (CoRR, 2014)

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14). - Laurent Jacques; Christophe De Vleeschouwer; Yannick Boursier; Prasad Sudhakar; C. De Mol; Aleksandra Pizurica; Sandrine Anthoine; Pierre Vandergheynst; Pascal Frossard; Cagdas Bilen; Srdan Kitic; Nancy Bertin; et al. (CoRR, 2014)

From Bits to Images: Inversion of Local Binary Descriptors. - Emmanuel d'Angelo; Laurent Jacques; Alexandre Alahi; Pierre Vandergheynst (IEEE Trans. Pattern Anal. Mach. Intell., 2014)

Post-reconstruction deconvolution of PET images by total generalized variation regularization. - Stéphanie Guérit; Laurent Jacques; Benoît Macq; John A. Lee 001 (EUSIPCO, 2015)

Generalized inpainting method for hyperspectral image acquisition. - Kévin Degraux; Valerio Cambareri; Laurent Jacques; Bert Geelen; Carolina Blanch; Gauthier Lafruit (ICIP, 2015)

Mitigating memory requirements for random trees/ferns. - Christophe De Vleeschouwer; Antoine Legrand; Laurent Jacques; Martial Hebert (ICIP, 2015)

Simultaneous Orthogonal Matching Pursuit With Noise Stabilization: Theoretical Analysis. - Jean-François Determe; Jérôme Louveaux; Laurent Jacques; François Horlin (CoRR, 2015)

Small width, low distortions: quasi-isometric embeddings with quantized sub-Gaussian random projections. - Laurent Jacques (CoRR, 2015)

Consistent Signal and Matrix Estimates in Quantized Compressed Sensing. - Amirafshar Moshtaghpour; Laurent Jacques; Valerio Cambareri; Kévin Degraux; Christophe De Vleeschouwer (CoRR, 2015)

Compressive Imaging and Characterization of Sparse Light Deflection Maps. - Prasad Sudhakar; Laurent Jacques; Xavier Dubois; Philippe Antoine; Luc Joannes (SIAM J. Imaging Sci., 2015)

A Quantized Johnson-Lindenstrauss Lemma: The Finding of Buffon's Needle. - Laurent Jacques (IEEE Trans. Inf. Theory, 2015)

Image deconvolution by local order preservation of pixels values. - Stéphanie Guérit; Laurent Jacques; John A. Lee 001 (EUSIPCO, 2016)

Cell segmentation with random ferns and graph-cuts. - Arnaud Browet; Christophe De Vleeschouwer; Laurent Jacques; Navrita Mathiah; Bechara Saykali; Isabelle Migeotte (ICIP, 2016)

Sparse Support Recovery with Non-smooth Loss Functions. - Kévin Degraux; Gabriel Peyré; Jalal Fadili; Laurent Jacques (NIPS, 2016)

Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16). - Vinayak Abrol; Olivier Absil; Pierre-Antoine Absil; Sandrine Anthoine; Philippe Antoine; Thomas Arildsen; Nancy Bertin; Folkert Bleichrodt; Jérôme Bobin; Anne Bol; Antoine Bonnefoy; Francesco Caltagirone; et al. (CoRR, 2016)

A Non-Convex Blind Calibration Method for Randomised Sensing Strategies. - Valerio Cambareri; Laurent Jacques (CoRR, 2016)

A Greedy Blind Calibration Method for Compressed Sensing with Unknown Sensor Gains. - Valerio Cambareri; Laurent Jacques (CoRR, 2016)

Through the Haze: A Non-Convex Approach to Blind Calibration for Linear Random Sensing Models. - Valerio Cambareri; Laurent Jacques (CoRR, 2016)

Multi-resolution Compressive Sensing Reconstruction. - Adriana Gonzalez; Hong Jiang 002; Gang Huang 003; Laurent Jacques (CoRR, 2016)

Blind Deconvolution of PET Images using Anatomical Priors. - Stéphanie Guérit; Adriana Gonzalez; Anne Bol; John A. Lee 001; Laurent Jacques (CoRR, 2016)

Time for dithering: fast and quantized random embeddings via the restricted isometry property. - Laurent Jacques; Valerio Cambareri (CoRR, 2016)

On The Exact Recovery Condition of Simultaneous Orthogonal Matching Pursuit. - Jean-François Determe; Jérôme Louveaux; Laurent Jacques; François Horlin (IEEE Signal Process. Lett., 2016)

Improving the Correlation Lower Bound for Simultaneous Orthogonal Matching Pursuit. - Jean-François Determe; Jérôme Louveaux; Laurent Jacques; François Horlin (IEEE Signal Process. Lett., 2016)

Consistent Basis Pursuit for Signal and Matrix Estimates in Quantized Compressed Sensing. - Amirafshar Moshtaghpour; Laurent Jacques; Valerio Cambareri; Kévin Degraux; Christophe De Vleeschouwer (IEEE Signal Process. Lett., 2016)

Error Decay of (Almost) Consistent Signal Estimations From Quantized Gaussian Random Projections. - Laurent Jacques (IEEE Trans. Inf. Theory, 2016)

Piecewise-Bézier C1 smoothing on manifolds with application to wind field estimation. - Pierre-Yves Gousenbourger; Estelle M. Massart; Antoni Musolas; Pierre-Antoine Absil; Julien M. Hendrickx; Laurent Jacques; Youssef M. Marzouk (ESANN, 2017)

Fast Method to Fit a C1 Piecewise-Bézier Function to Manifold-Valued Data Points: How Suboptimal is the Curve Obtained on the Sphere S2 ? - Pierre-Yves Gousenbourger; Laurent Jacques; Pierre-Antoine Absil (GSI, 2017)

A greedy blind calibration method for compressed sensing with unknown sensor gains. - Valerio Cambareri; Amirafshar Moshtaghpour; Laurent Jacques (ISIT, 2017)

The Rare Eclipse Problem on Tiles: Quantised Embeddings of Disjoint Convex Sets. - Valerio Cambareri; Chunlei Xu; Laurent Jacques (CoRR, 2017)

Discriminative and Efficient Label Propagation on Complementary Graphs for Multi-Object Tracking. - K. C. Amit Kumar; Laurent Jacques; Christophe De Vleeschouwer (IEEE Trans. Pattern Anal. Mach. Intell., 2017)

Small Width, Low Distortions: Quantized Random Embeddings of Low-Complexity Sets. - Laurent Jacques (IEEE Trans. Inf. Theory, 2017)

On the Noise Robustness of Simultaneous Orthogonal Matching Pursuit. - Jean-François Determe; Jérôme Louveaux; Laurent Jacques; François Horlin (IEEE Trans. Signal Process., 2017)

Multilevel Illumination Coding for Fourier Transform Interferometry in Fluorescence Spectroscopy. - Amirafshar Moshtaghpour; Laurent Jacques (ICIP, 2018)

A Low-Memory Compressive Image Sensor Architecture for Embedded Object Recognition. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (MWSCAS, 2018)

Taking the Edge off Quantization: Projected Back Projection in Dithered Compressive Sensing. - Chunlei Xu; Vincent Schellekens; Laurent Jacques (SSP, 2018)

Quantized Compressive Sensing with RIP Matrices: The Benefit of Dithering. - Chunlei Xu; Laurent Jacques (CoRR, 2018)

Compressive Hyperspectral Imaging: Fourier Transform Interferometry meets Single Pixel Camera. - Amirafshar Moshtaghpour; José M. Bioucas-Dias; Laurent Jacques (CoRR, 2018)

Compressive Sampling Approach for Image Acquisition with Lensless Endoscope. - Stéphanie Guérit; Siddharth Sivankutty; Camille Scotté; John Aldo Lee; Hervé Rigneault; Laurent Jacques (CoRR, 2018)

Proceedings of the fourth "international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques" (iTWIST'18). - Sandrine Anthoine; Yannick Boursier; Laurent Jacques (CoRR, 2018)

Compressive Classification (Machine Learning without learning). - Vincent Schellekens; Laurent Jacques (CoRR, 2018)

Quantized Compressive K-Means. - Vincent Schellekens; Laurent Jacques (IEEE Signal Process. Lett., 2018)

Multispectral Compressive Imaging Strategies Using Fabry-Pérot Filtered Sensors. - Kévin Degraux; Valerio Cambareri; Bert Geelen; Laurent Jacques; Gauthier Lafruit (IEEE Trans. Computational Imaging, 2018)

Near Sensor Decision Making via Compressed Measurements for Highly Constrained Hardware. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (ACSSC, 2019)

Sparsity-Driven Moving Target Detection in Distributed Multistatic FMCW Radars. - Gilles Monnoyer de Galland de Carnières; Thomas Feuillen; Laurent Jacques; Luc Vandendorpe (CAMSAP, 2019)

Compressive Single-pixel Fourier Transform Imaging Using Structured Illumination. - Amirafshar Moshtaghpour; José M. Bioucas-Dias; Laurent Jacques (ICASSP, 2019)

Differentially Private Compressive K-means. - Vincent Schellekens; Antoine Chatalic; Florimond Houssiau; Yves-Alexandre de Montjoye; Laurent Jacques; Rémi Gribonval (ICASSP, 2019)

Hardware-Friendly Compressive Imaging Based on Random Modulations & Permutations for Image Acquisition and Classification. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (ICIP, 2019)

An Analog-to-Information VGA Image Sensor Architecture for Support Vector Machine on Compressive Measurements. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (ISCAS, 2019)

Exploring Hierarchical Machine Learning for Hardware-Limited Multi-Class Inference on Compressed Measurements. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (ISCAS, 2019)

One-Bit Sensing of Low-Rank and Bisparse Matrices. - Simon Foucart; Laurent Jacques (CoRR, 2019)

(l1, l2)-RIP and Projected Back-Projection Reconstruction for Phase-Only Measurements. - Thomas Feuillen; Mike E. Davies 001; Luc Vandendorpe; Laurent Jacques (CoRR, 2019)

A Variable Density Sampling Scheme for Compressive Fourier Transform Interferometry. - Amirafshar Moshtaghpour; Laurent Jacques; Valerio Cambareri; Philippe Antoine; Matthieu Roblin (SIAM J. Imaging Sci., 2019)

Compressive Learning of Generative Networks. - Vincent Schellekens; Laurent Jacques (ESANN, 2020)

Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines. - Vincent Schellekens; Laurent Jacques (CoRR, 2020)

Sketching Datasets for Large-Scale Learning (long version). - Rémi Gribonval; Antoine Chatalic; Nicolas Keriven; Vincent Schellekens; Laurent Jacques; Philip Schniter (CoRR, 2020)

One Bit to Rule Them All : Binarizing the Reconstruction in 1-bit Compressive Sensing. - Thomas Feuillen; Mike E. Davies 001; Luc Vandendorpe; Laurent Jacques (CoRR, 2020)

When compressive learning fails: blame the decoder or the sketch? - Vincent Schellekens; Laurent Jacques (CoRR, 2020)

Keep the phase! Signal recovery in phase-only compressive sensing. - Laurent Jacques; Thomas Feuillen (CoRR, 2020)

($ ell _1, ell _2$)-RIP and Projected Back-Projection Reconstruction for Phase-Only Measurements. - Thomas Feuillen; Mike E. Davies 001; Luc Vandendorpe; Laurent Jacques (IEEE Signal Process. Lett., 2020)

Hardware-Compliant Compressive Image Sensor Architecture Based on Random Modulations and Permutations for Embedded Inference. - Wissam Benjilali; William Guicquero; Laurent Jacques; Gilles Sicard (IEEE Trans. Circuits Syst. I Fundam. Theory Appl., 2020)

Close Encounters of the Binary Kind: Signal Reconstruction Guarantees for Compressive Hadamard Sampling With Haar Wavelet Basis. - Amirafshar Moshtaghpour; José M. Bioucas-Dias; Laurent Jacques (IEEE Trans. Inf. Theory, 2020)

Sparse Factorization-Based Detection of Off-the-Grid Moving Targets Using FMCW Radars. - Gilles Monnoyer de Galland de Carnières; Thomas Feuillen; Luc Vandendorpe; Laurent Jacques (ICASSP, 2021)

Morphological components analysis for circumstellar disks imaging. - Benoît Pairet; Faustine Cantalloube; Laurent Jacques (CoRR, 2021)

Compressive lensless endoscopy with partial speckle scanning. - Stéphanie Guérit; Siddharth Sivankutty; John Aldo Lee; Hervé Rigneault; Laurent Jacques (CoRR, 2021)

Sketching Data Sets for Large-Scale Learning: Keeping only what you need. - Rémi Gribonval; Antoine Chatalic; Nicolas Keriven; Vincent Schellekens; Laurent Jacques; Philip Schniter (IEEE Signal Process. Mag., 2021)

The Importance of Phase in Complex Compressive Sensing. - Laurent Jacques; Thomas Feuillen (IEEE Trans. Inf. Theory, 2021)

ROP inception: signal estimation with quadratic random sketching. - Rémi Delogne; Vincent Schellekens; Laurent Jacques (ESANN, 2022)

The Separation Capacity of Random Neural Networks. - Sjoerd Dirksen; Martin Genzel; Laurent Jacques; Alexander Stollenwerk (J. Mach. Learn. Res., 2022)

Compressive Imaging Through Optical Fiber with Partial Speckle Scanning. - Stéphanie Guérit; Siddharth Sivankutty; John A. Lee 001; Hervé Rigneault; Laurent Jacques (SIAM J. Imaging Sci., 2022)

Asymmetric Compressive Learning Guarantees With Applications to Quantized Sketches. - Vincent Schellekens; Laurent Jacques (IEEE Trans. Signal Process., 2022)

Signal Processing with Optical Quadratic Random Sketches. - Rémi Delogne; Vincent Schellekens; Laurent Daudet; Laurent Jacques (ICASSP, 2023)

Low-Rank Plus Sparse Trajectory Decomposition for Direct Exoplanet Imaging. - Simon Vary; Hazan Daglayan; Laurent Jacques; Pierre-Antoine Absil (ICASSP, 2023)

Learning to Reconstruct Signals From Binary Measurements. - Julián Tachella; Laurent Jacques (CoRR, 2023)

Spintronics for image recognition : performance benchmarking via ultrafast data-driven simulations. - Anatole Moureaux; Chloé Chopin; Laurent Jacques; Flavio Abreu Araujo (CoRR, 2023)

Learning to reconstruct signals from binary measurements alone. - Julián Tachella; Laurent Jacques (Trans. Mach. Learn. Res., 2023)

1-Bit Compressive Radar with Phase Dithering. - Thomas Feuillen; Luc Vandendorpe; Laurent Jacques (EUSIPCO, 2024)

Equivariance-Based Self-Supervised Learning for Audio Signal Recovery from Clipped Measurements. - Victor Sechaud; Laurent Jacques; Patrice Abry; Julián Tachella (EUSIPCO, 2024)

Flattened one-bit stochastic gradient descent: compressed distributed optimization with controlled variance. - Alexander Stollenwerk; Laurent Jacques (CoRR, 2024)

UNSURE: Unknown Noise level Stein's Unbiased Risk Estimator. - Julián Tachella; Mike E. Davies 001; Laurent Jacques (CoRR, 2024)

Comparing Differentiable and Dynamic Ray Tracing: Introducing the Multipath Lifetime Map. - Jérome Eertmans; Enrico Maria Vittuci; Vittorio Degli-Esposti; Laurent Jacques; Claude Oestges (CoRR, 2024)

Towards Generative Ray Path Sampling for Faster Point-to-Point Ray Tracing. - Jérome Eertmans; Nicola Di Cicco; Claude Oestges; Laurent Jacques; Enrico M. Vittuci; Vittorio Degli-Esposti (CoRR, 2024)

DiffeRT2d: A Differentiable Ray Tracing Python Framework for Radio Propagation. - Jérome Eertmans; Claude Oestges; Laurent Jacques (J. Open Source Softw., 2024)

Interferometric Lensless Imaging: Rank-One Projections of Image Frequencies With Speckle Illuminations. - Olivier Leblanc; Mathias Hofer; Siddharth Sivankutty; Hervé Rigneault; Laurent Jacques (IEEE Trans. Computational Imaging, 2024)

Grid Hopping in Sensor Networks: Acceleration Strategies for Single-Step Estimation Algorithms. - Gilles Monnoyer; Thomas Feuillen; Luc Vandendorpe; Laurent Jacques (IEEE Trans. Signal Process., 2024)

UNSURE: self-supervised learning with Unknown Noise level and Stein's Unbiased Risk Estimate. - Julián Tachella; Mike E. Davies 001; Laurent Jacques (ICLR, 2025)

Random Features for Grassmannian Kernels. - Rémi Delogne; Laurent Jacques (SSP, 2025)

Herglotz-NET: Implicit Neural Representation of Spherical Data with Harmonic Positional Encoding. - Théo Hanon; Nicolas Mil-Homens Cavaco; John Kiely; Laurent Jacques (CoRR, 2025)