Guillaume Staerman

Joined

April 2021

Names

Guillaume Staerman (Preferred)

Emails

****@telecom-paris.fr (Confirmed)

,

****@inria.fr (Confirmed)

Personal Links

Career & Education History

Postdoc

INRIA (inria.fr)

2022 – 2024

PhD student

Télécom ParisTech (telecom-paristech.fr)

2019 – 2022

Advisors, Relations & Conflicts

No relations added

Expertise

Hawkes process

Present

Optimal Transport

Present

Data Depth

Present

Publications

UNHaP: Unmixing Noise from Hawkes Processes
Virginie Loison, Guillaume Staerman, Thomas Moreau
- AISTATS 2025 Poster
- Readers: Everyone
Signature Isolation Forest
Marta Campi, Guillaume Staerman, Gareth W. Peters, Tomoko Masui
- AISTATS 2025 Poster
- Readers: Everyone
Unmixing Noise from Hawkes Process to Model Learned Physiological Events
Guillaume Staerman, Virginie Loison, Thomas Moreau
- ICML2024-AI4Science Poster
- Readers: Everyone
A Pseudo-Metric between Probability Distributions based on Depth-Trimmed Regions
Guillaume Staerman, Pavlo Mozharovskyi, Pierre Colombo, Stephan Clémençon, Florence d'Alché-Buc
- Accepted by TMLR
- Readers: Everyone
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability
Anass Aghbalou, Guillaume Staerman
- ICML 2023 Poster
- Readers: Everyone
FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels
Guillaume Staerman, Cédric Allain, Alexandre Gramfort, Thomas Moreau
- ICML 2023 Poster
- Readers: Everyone
FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels
Guillaume Staerman, Cédric Allain, Alexandre Gramfort, Thomas Moreau
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
A Simple Unsupervised Data Depth-based Method to Detect Adversarial Images
Marine Picot, Guillaume Staerman, Federica Granese, Nathan Noiry, Francisco Messina, Pablo Piantanida, Pierre Colombo
- 22 Sept 2022 (modified: 13 Feb 2023)
- ICLR 2023 Conference Withdrawn Submission
- Readers: Everyone
A Functional Perspective on Multi-Layer Out-of-Distribution Detection
Eduardo Dadalto Câmara Gomes, Pierre Colombo, Guillaume Staerman, Nathan Noiry, Pablo Piantanida
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
A Halfspace-Mass Depth-Based Method for Adversarial Attack Detection
Marine Picot, Federica Granese, Guillaume Staerman, Marco Romanelli, Francisco Messina, Pablo Piantanida, Pierre Colombo
- Accepted by TMLR
- Readers: Everyone

View all 11 publications

Co-Authors