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Workshop
Simulation-based inference of the 2D ex-situ stellar mass fraction distribution of galaxies using variational autoencoders
Eirini Angeloudi · Marc Huertas-Company · Jesús Falcón-Barroso · Regina Sarmiento · Daniel Walo-Martín · Annalisa Pillepich · Jesús Vega Ferrero
Workshop
Evaluating vaccine allocation strategies using simulation-assisted causal modelling
Armin Kekić · Jonas Dehning · Luigi Gresele · Julius von Kügelgen · Viola Priesemann · Bernhard Schölkopf
Poster
Tue 9:00 Revisiting Non-Parametric Matching Cost Volumes for Robust and Generalizable Stereo Matching
Kelvin Cheng · Tianfu Wu · Christopher Healey
Poster
Wed 9:00 Contrastive Neural Ratio Estimation
Benjamin K Miller · Christoph Weniger · Patrick Forré
Workshop
A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful
Joeri Hermans · Arnaud Delaunoy · François Rozet · Antoine Wehenkel · Volodimir Begy · Gilles Louppe
Workshop
Forces are not Enough: Benchmark and Critical Evaluation for Machine Learning Force Fields with Molecular Simulations
Xiang Fu · Zhenghao Wu · Wujie Wang · Tian Xie · Sinan Keten · Rafael Gomez-Bombarelli · Tommi Jaakkola
Poster
Tue 9:00 Efficient identification of informative features in simulation-based inference
Jonas Beck · Michael Deistler · Yves Bernaerts · Jakob H Macke · Philipp Berens
Poster
Thu 14:00 Simulation-guided Beam Search for Neural Combinatorial Optimization
Jinho Choo · Yeong-Dae Kwon · Jihoon Kim · Jeongwoo Jae · André Hottung · Kevin Tierney · Youngjune Gwon
Poster
Tue 14:00 Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation
Arnaud Delaunoy · Joeri Hermans · François Rozet · Antoine Wehenkel · Gilles Louppe
Poster
Tue 9:00 Truncated proposals for scalable and hassle-free simulation-based inference
Michael Deistler · Pedro Goncalves · Jakob H Macke
Workshop
Domain Adaptation for Simulation-Based Dark Matter Searches with Strong Gravitational Lensing
Pranath Reddy Kumbam · Sergei Gleyzer · Michael Toomey · Marcos Tidball
Workshop
Score Modeling for Simulation-based Inference
Tomas Geffner · George Papamakarios · Andriy Mnih