Clement Vignac

Researcher, Isomorphic Labs

Joined

June 2021

Names

Clement Vignac (Preferred)

Clément Vignac

Emails

****@gmail.com (Confirmed)

****@epfl.ch (Confirmed)

****@isomorphiclabs.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Researcher

Isomorphic Labs (isomorphiclabs.com)

2023 – Present

PhD student

Swiss Federal Institute of Technology Lausanne (epfl.ch)

2018 – 2022

Advisors, Relations & Conflicts

PhD Advisor

Pascal Frossard

2018 – 2022

Expertise

No areas of expertise listed

Publications

SparseDiff: Sparse Discrete Diffusion for Scalable Graph Generation
Yiming QIN, Clement Vignac, Pascal Frossard
- Accepted by TMLR
- Readers: Everyone
Generative Modelling of Structurally Constrained Graphs
Manuel Madeira, Clement Vignac, Dorina Thanou, Pascal Frossard
- NeurIPS 2024 poster
- Readers: Everyone
Sparse Training of Discrete Diffusion Models for Graph Generation
Yiming QIN, Clement Vignac, Pascal Frossard
- Submitted to ICLR 2024
- Readers: Everyone
MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation
Clement Vignac, Nagham Osman, Laura Toni, Pascal Frossard
- Published: 06 Mar 2023, Last Modified: 15 Feb 2026
- ICLR 2023 - MLDD Poster
- Readers: Everyone
Equivariant 3D-Conditional Diffusion Models for Molecular Linker Design
Ilia Igashov, Hannes Stärk, Clement Vignac, Victor Garcia Satorras, Pascal Frossard, Max Welling, Michael M. Bronstein, Bruno Correia
- Published: 21 Oct 2022, Last Modified: 08 Feb 2026
- AI4Science Poster
- Readers: Everyone
DiGress: Discrete Denoising diffusion for graph generation
Clement Vignac, Igor Krawczuk, Antoine Siraudin, Bohan Wang, Volkan Cevher, Pascal Frossard
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- ICLR 2023 poster
- Readers: Everyone
Equivariant 3D-Conditional Diffusion Models for Molecular Linker Design
Ilia Igashov, Hannes Stärk, Clement Vignac, Victor Garcia Satorras, Pascal Frossard, Max Welling, Michael M. Bronstein, Bruno Correia
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
Top-N: Equivariant Set and Graph Generation without Exchangeability
Clement Vignac, Pascal Frossard
- Published: 28 Jan 2022, Last Modified: 12 Oct 2025
- ICLR 2022 Poster
- Readers: Everyone
Building powerful and equivariant graph neural networks with structural message-passing
Clément Vignac, Andreas Loukas, Pascal Frossard
- 2020 (modified: 04 Nov 2022)
- NeurIPS 2020
- Readers: Everyone
Building powerful and equivariant graph neural networks with message-passing
Clément Vignac, Andreas Loukas, Pascal Frossard
- 2020 (modified: 21 Jun 2021)
- CoRR 2020
- Readers: Everyone

View all 13 publications