Hallucinated Adversarial Control for Conservative Offline Policy Evaluation
Rothfuss, Jonas, Sukhija, Bhavya, Birchler, Tobias, Kassraie, Parnian, Krause, Andreas
Year of Publication 02.03.2023
Year of Publication 02.03.2023
Get full text
Journal Article
Scalable PAC-Bayesian Meta-Learning via the PAC-Optimal Hyper-Posterior: From Theory to Practice
Rothfuss, Jonas, Josifoski, Martin, Fortuin, Vincent, Krause, Andreas
Year of Publication 14.11.2022
Year of Publication 14.11.2022
Get full text
Journal Article
Instance-Dependent Generalization Bounds via Optimal Transport
Hou, Songyan, Kassraie, Parnian, Kratsios, Anastasis, Krause, Andreas, Rothfuss, Jonas
Year of Publication 02.11.2022
Year of Publication 02.11.2022
Get full text
Journal Article
Meta-Learning Priors for Safe Bayesian Optimization
Rothfuss, Jonas, Koenig, Christopher, Rupenyan, Alisa, Krause, Andreas
Year of Publication 03.10.2022
Year of Publication 03.10.2022
Get full text
Journal Article
Bridging the Sim-to-Real Gap with Bayesian Inference
Rothfuss, Jonas, Sukhija, Bhavya, Treven, Lenart, Dörfler, Florian, Coros, Stelian, Krause, Andreas
Year of Publication 25.03.2024
Year of Publication 25.03.2024
Get full text
Journal Article
Amortized Inference for Causal Structure Learning
Lorch, Lars, Sussex, Scott, Rothfuss, Jonas, Krause, Andreas, Schölkopf, Bernhard
Year of Publication 25.05.2022
Year of Publication 25.05.2022
Get full text
Journal Article
Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning
Bhardwaj, Arjun, Rothfuss, Jonas, Sukhija, Bhavya, As, Yarden, Hutter, Marco, Coros, Stelian, Krause, Andreas
Year of Publication 13.11.2023
Year of Publication 13.11.2023
Get full text
Journal Article
BaCaDI: Bayesian Causal Discovery with Unknown Interventions
Hägele, Alexander, Rothfuss, Jonas, Lorch, Lars, Somnath, Vignesh Ram, Schölkopf, Bernhard, Krause, Andreas
Year of Publication 03.06.2022
Year of Publication 03.06.2022
Get full text
Journal Article
PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees
Rothfuss, Jonas, Fortuin, Vincent, Josifoski, Martin, Krause, Andreas
Year of Publication 13.02.2020
Year of Publication 13.02.2020
Get full text
Journal Article
Instance-Dependent Generalization Bounds via Optimal Transport
Hou, Songyan, Kassraie, Parnian, Kratsios, Anastasis, Krause, Andreas, Rothfuss, Jonas
Published in arXiv.org (13.11.2023)
Get full text
Published in arXiv.org (13.11.2023)
Paper