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Workshop
Two Students: Enabling Uncertainty Quantification in Federated Learning Clients
Cristovão Freitas Iglesias Jr · Sidney Alves de Outeiro · Claudio de Farias · Miodrag Bolic
Workshop
Bayesian Optimization of High-dimensional Outputs with Human Feedback
Qing Feng · Zhiyuan Jerry Lin · Yujia Zhang · Ben Letham · Jelena Markovic-Voronov · Ryan-Rhys Griffiths · Peter Frazier · Eytan Bakshy
Workshop
Preference-based Multi-Objective Bayesian Optimization with Gradients
Joshua Hang Sai Ip · Ankush Chakrabarty · Ali Mesbah · Diego Romeres
Workshop
Meta-Learned Bayesian Optimization for Energy Yield in Inertial Confinement Fusion
Vineet Gundecha · Ricardo Luna Gutierrez · Sahand Ghorbanpour · Desik Rengarajan · Rahman Ejaz · Varchas Gopalaswamy · Riccardo Betti · Soumyendu Sarkar
Workshop
Trieste: Efficiently Exploring The Depths of Black-box Functions with TensorFlow
Henry Moss · Victor Picheny · Hrvoje Stojic · Sebastian Ober · Artem Artemev · Andrei Paleyes · Sattar Vakili · Stratis Markou · Jixiang Qing · Nasrulloh Loka · Ivo Couckuyt
Workshop
Gradient-free variational learning with conditional mixture networks
Conor Heins · Hao Wu · Dimitrije Markovic · Alexander Tschantz · Jeff Beck · Christopher L Buckley
Workshop
Amortizing intractable inference in diffusion models for Bayesian inverse problems
Siddarth Venkatraman · Moksh Jain · Luca Scimeca · Minsu Kim · Marcin Sendera · Mohsin Hasan · Luke Rowe · Sarthak Mittal · Pablo Lemos · Emmanuel Bengio · Alexandre Adam · Jarrid Rector-Brooks · Yashar Hezaveh · Laurence Perreault-Levasseur · Yoshua Bengio · Glen Berseth · Nikolay Malkin
Workshop
Had enough of experts? Elicitation and evaluation of Bayesian priors from large language models
David Antony Selby · Kai Spriestersbach · Yuichiro Iwashita · Dennis Bappert · Archana Warrier · Sumantrak Mukherjee · Muhammad Asim · Koichi Kise · Sebastian Vollmer
Workshop
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data
David Schnurr · Kai Helli · Noah Hollmann · Samuel Müller · Frank Hutter