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Rob Brekelmans

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

9

Venues

4

Active years

2019–2025

Best venue rank

A*

Where they publish

Papers

9 indexed papers, newest first.

YearVenueTitleAuthors
2025ICMLFeynman-Kac Correctors in Diffusion: Annealing, Guidance, and Product of Experts.Marta Skreta, Tara Akhound-Sadegh, Viktor Ohanesian, Roberto Bondesan, Aln Aspuru-Guzik, Arnaud Doucet, Rob Brekelmans, Alexander Tong, Kirill Neklyudov
2024ICMLA Computational Framework for Solving Wasserstein Lagrangian Flows.Kirill Neklyudov, Rob Brekelmans, Alexander Tong, Lazar Atanackovic, Qiang Liu, Alireza Makhzani
2024ICMLProbabilistic Inference in Language Models via Twisted Sequential Monte Carlo.Stephen Zhao, Rob Brekelmans, Alireza Makhzani, Roger Baker Grosse
2023ICLRInformation-Theoretic Diffusion.Xianghao Kong, Rob Brekelmans, Greg Ver Steeg
2023ICMLAction Matching: Learning Stochastic Dynamics from Samples.Kirill Neklyudov, Rob Brekelmans, Daniel Severo, Alireza Makhzani
2022ICLRImproving Mutual Information Estimation with Annealed and Energy-Based Bounds.Rob Brekelmans, Sicong Huang, Marzyeh Ghassemi, Greg Ver Steeg, Roger Baker Grosse, Alireza Makhzani
2021UAIq-Paths: Generalizing the geometric annealing path using power means.Vaden Masrani, Rob Brekelmans, Thang Bui, Frank Nielsen, Aram Galstyan, Greg Ver Steeg, Frank Wood
2020ICMLAll in the Exponential Family: Bregman Duality in Thermodynamic Variational Inference.Rob Brekelmans, Vaden Masrani, Frank Wood, Greg Ver Steeg, Aram Galstyan
2019AISTATSAuto-Encoding Total Correlation Explanation.Shuyang Gao, Rob Brekelmans, Greg Ver Steeg, Aram Galstyan