Rob Brekelmans

Joined

November 2018

Names

Rob Brekelmans (Preferred)

Emails

****@usc.edu (Confirmed)

****@vectorinstitute.ai (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Postdoc

Vector Institute (vectorinstitute.ai)

2022 – 2025

PhD student

University of Southern California (usc.edu)

2016 – 2022

Advisors, Relations & Conflicts

No relations added

Expertise

Variational Inference

Present

Information Theory

Present

Information Geometry

Present

Markov Chain Monte Carlo

Present

Publications

Scalable Spatio-Temporal SE(3) Diffusion for Long-Horizon Protein Dynamics
Nima Shoghi, Yuxuan Liu, Yuning Shen, Rob Brekelmans, Pan Li, Quanquan Gu
- ICLR 2026 Poster
- Readers: Everyone
Measurement-Aligned Sampling for Inverse Problem
Shaorong Zhang, Rob Brekelmans, Yunshu Wu, Greg Ver Steeg
- Submitted to ICLR 2026
- Readers: Everyone
Local MAP Sampling for Diffusion Models
Shaorong Zhang, Rob Brekelmans, Greg Ver Steeg
- Submitted to ICLR 2026
- Readers: Everyone
Reducing the Probability of Undesirable Outputs in Language Models Using Probabilistic Inference
Stephen Zhao, Aidan Li, Rob Brekelmans, Roger Baker Grosse
- NeurIPS 2025 poster
- Readers: Everyone
Scaling Deep Learning Solutions for Transition Path Sampling
Jungyoon Lee, Michael Plainer, Yuanqi Du, Lars Holdijk, Rob Brekelmans, Dominique Beaini, Kirill Neklyudov
- FPI-ICLR2025 Poster
- Readers: Everyone
Scaling Deep Learning Solutions for Transition Path Sampling
Jungyoon Lee, Michael Plainer, Yuanqi Du, Lars Holdijk, Rob Brekelmans, Carla P Gomes, Dominique Beaini, Kirill Neklyudov
- GEM
- Readers: Everyone
Feynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts
Marta Skreta, Tara Akhound-Sadegh, Viktor Ohanesian, Roberto Bondesan, Alan Aspuru-Guzik, Arnaud Doucet, Rob Brekelmans, Alexander Tong, Kirill Neklyudov
- FPI-ICLR2025 Poster
- Readers: Everyone
Feynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts
Marta Skreta, Tara Akhound-Sadegh, Viktor Ohanesian, Roberto Bondesan, Alan Aspuru-Guzik, Arnaud Doucet, Rob Brekelmans, Alexander Tong, Kirill Neklyudov
- ICML 2025 spotlightposter
- Readers: Everyone
Generalized Flow Matching for Transition Dynamics Modeling
Haibo Wang, Yuxuan Qiu, Yanze Wang, Rob Brekelmans, Yuanqi Du
- AIDrugX Poster
- Readers: Everyone
Doob's Lagrangian: A Sample-Efficient Variational Approach to Transition Path Sampling
Yuanqi Du, Michael Plainer, Rob Brekelmans, Chenru Duan, Frank Noe, Carla P Gomes, Alan Aspuru-Guzik, Kirill Neklyudov
- 2nd SPIGM @ ICML Poster
- Readers: Everyone

View all 29 publications

Co-Authors

View all 51 co-authors