Edward De Brouwer

Researcher, Genentech

Joined

June 2020

Names

Edward De Brouwer (Preferred)

Emails

****@esat.kuleuven.be (Confirmed)

****@gmail.com (Confirmed)

****@yale.edu (Confirmed)

****@gene.com (Confirmed)

Personal Links

Homepage

Google Scholar

Career & Education History

Researcher

Genentech (gene.com)

2024 – Present

Postdoc

Yale University (yale.edu)

2023 – 2024

PhD student

KU Leuven (kuleuven.be)

2017 – 2022

Advisors, Relations & Conflicts

Postdoc Advisor

Smita Krishnaswamy

2023 – 2024

PhD Advisor

Yves Moreau

2017 – 2023

Expertise

Causality

2019 – Present

Time Series

2017 – Present

Healthcare

2017 – Present

Publications

Single-Cell Concept Bottleneck Generative Models for Interpretable and Controllable Cellular Editing
Alma Andersson, Aya Abdelsalam Ismail, Edward De Brouwer, Doron Haviv, Tommaso Biancalani, Kyunghyun Cho, Gabriele Scalia, Aicha BenTaieb, Hector Corrada Bravo
- MLGenX 2026 Poster
- Readers: Everyone
DC-W2S: Dual-Consensus Weak-to-Strong Training for Reliable Process Reward Modeling in Biological Reasoning
Chi-Min Chan, Ehsan Hajiramezanali, Xiner Li, Edward De Brouwer, Carl Edwards, Wei Xue, Sirui Han, Yike Guo, Gabriele Scalia
- MLGenX 2026 Poster
- Readers: Everyone
scCBGM: Single-Cell Editing via Concept Bottlenecks
Alma Andersson, Aya Abdelsalam Ismail, Edward De Brouwer, Doron Haviv, Tommaso Biancalani, Kyunghyun Cho, Gabriele Scalia, Aicha BenTaieb, Hector Corrada Bravo
- Submitted to ICLR 2026
- Readers: Everyone
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
Namkyeong Lee, Edward De Brouwer, Ehsan Hajiramezanali, Tommaso Biancalani, Chanyoung Park, Gabriele Scalia
- NeurIPS2025-AI4Science Poster
- Readers: Everyone
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
Namkyeong Lee, Edward De Brouwer, Ehsan Hajiramezanali, Tommaso Biancalani, Chanyoung Park, Gabriele Scalia
- MLGenX 2025 Spotlight
- Readers: Everyone
Deep Learning Unlocks the True Potential of Organ Donation after Circulatory Death with Accurate Prediction of Time-to-Death
Xingzhi Sun, Edward De Brouwer, Chen Liu, Smita Krishnaswamy, Ramesh Batra
- Scientific Reports
- Readers: Everyone
Modeling Complex System Dynamics with Flow Matching Across Time and Conditions
Martin Rohbeck, Charlotte Bunne, Edward De Brouwer, Jan-Christian Huetter, Anne Biton, Kelvin Y. Chen, Aviv Regev, Romain Lopez
- AIDrugX Poster
- Readers: Everyone
Modeling Complex System Dynamics with Flow Matching Across Time and Conditions
Martin Rohbeck, Edward De Brouwer, Charlotte Bunne, Jan-Christian Huetter, Anne Biton, Kelvin Y. Chen, Aviv Regev, Romain Lopez
- ICLR 2025 Spotlight
- Readers: Everyone
Convergence of Manifold Filter-Combine Networks
David R Johnson, Joyce Chew, Siddharth Viswanath, Edward De Brouwer, Deanna Needell, Smita Krishnaswamy, Michael Perlmutter
- NeurReps 2024 Poster
- Readers: Everyone
Learning Predictive Checklists with Probabilistic Logic Programming
Yukti Makhija, Edward De Brouwer, Rahul G Krishnan
- Submitted to ICLR 2024
- Readers: Everyone

View all 21 publications

Co-Authors

View all 55 co-authors