Alert button
Picture for Jonas Rothfuss

Jonas Rothfuss

Alert button

Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning

Nov 13, 2023
Arjun Bhardwaj, Jonas Rothfuss, Bhavya Sukhija, Yarden As, Marco Hutter, Stelian Coros, Andreas Krause

Viaarxiv icon

Hallucinated Adversarial Control for Conservative Offline Policy Evaluation

Mar 02, 2023
Jonas Rothfuss, Bhavya Sukhija, Tobias Birchler, Parnian Kassraie, Andreas Krause

Figure 1 for Hallucinated Adversarial Control for Conservative Offline Policy Evaluation
Figure 2 for Hallucinated Adversarial Control for Conservative Offline Policy Evaluation
Figure 3 for Hallucinated Adversarial Control for Conservative Offline Policy Evaluation
Figure 4 for Hallucinated Adversarial Control for Conservative Offline Policy Evaluation
Viaarxiv icon

PAC-Bayesian Meta-Learning: From Theory to Practice

Nov 14, 2022
Jonas Rothfuss, Martin Josifoski, Vincent Fortuin, Andreas Krause

Figure 1 for PAC-Bayesian Meta-Learning: From Theory to Practice
Figure 2 for PAC-Bayesian Meta-Learning: From Theory to Practice
Figure 3 for PAC-Bayesian Meta-Learning: From Theory to Practice
Figure 4 for PAC-Bayesian Meta-Learning: From Theory to Practice
Viaarxiv icon

Instance-Dependent Generalization Bounds via Optimal Transport

Nov 07, 2022
Songyan Hou, Parnian Kassraie, Anastasis Kratsios, Jonas Rothfuss, Andreas Krause

Figure 1 for Instance-Dependent Generalization Bounds via Optimal Transport
Figure 2 for Instance-Dependent Generalization Bounds via Optimal Transport
Figure 3 for Instance-Dependent Generalization Bounds via Optimal Transport
Figure 4 for Instance-Dependent Generalization Bounds via Optimal Transport
Viaarxiv icon

Lifelong Bandit Optimization: No Prior and No Regret

Oct 27, 2022
Felix Schur, Parnian Kassraie, Jonas Rothfuss, Andreas Krause

Figure 1 for Lifelong Bandit Optimization: No Prior and No Regret
Figure 2 for Lifelong Bandit Optimization: No Prior and No Regret
Figure 3 for Lifelong Bandit Optimization: No Prior and No Regret
Figure 4 for Lifelong Bandit Optimization: No Prior and No Regret
Viaarxiv icon

MARS: Meta-Learning as Score Matching in the Function Space

Oct 24, 2022
Krunoslav Lehman Pavasovic, Jonas Rothfuss, Andreas Krause

Figure 1 for MARS: Meta-Learning as Score Matching in the Function Space
Figure 2 for MARS: Meta-Learning as Score Matching in the Function Space
Figure 3 for MARS: Meta-Learning as Score Matching in the Function Space
Figure 4 for MARS: Meta-Learning as Score Matching in the Function Space
Viaarxiv icon

Meta-Learning Priors for Safe Bayesian Optimization

Oct 03, 2022
Jonas Rothfuss, Christopher Koenig, Alisa Rupenyan, Andreas Krause

Figure 1 for Meta-Learning Priors for Safe Bayesian Optimization
Figure 2 for Meta-Learning Priors for Safe Bayesian Optimization
Figure 3 for Meta-Learning Priors for Safe Bayesian Optimization
Figure 4 for Meta-Learning Priors for Safe Bayesian Optimization
Viaarxiv icon

BaCaDI: Bayesian Causal Discovery with Unknown Interventions

Jun 03, 2022
Alexander Hägele, Jonas Rothfuss, Lars Lorch, Vignesh Ram Somnath, Bernhard Schölkopf, Andreas Krause

Figure 1 for BaCaDI: Bayesian Causal Discovery with Unknown Interventions
Figure 2 for BaCaDI: Bayesian Causal Discovery with Unknown Interventions
Figure 3 for BaCaDI: Bayesian Causal Discovery with Unknown Interventions
Figure 4 for BaCaDI: Bayesian Causal Discovery with Unknown Interventions
Viaarxiv icon

Amortized Inference for Causal Structure Learning

May 25, 2022
Lars Lorch, Scott Sussex, Jonas Rothfuss, Andreas Krause, Bernhard Schölkopf

Figure 1 for Amortized Inference for Causal Structure Learning
Figure 2 for Amortized Inference for Causal Structure Learning
Figure 3 for Amortized Inference for Causal Structure Learning
Figure 4 for Amortized Inference for Causal Structure Learning
Viaarxiv icon

Meta-Learning Hypothesis Spaces for Sequential Decision-making

Feb 01, 2022
Parnian Kassraie, Jonas Rothfuss, Andreas Krause

Figure 1 for Meta-Learning Hypothesis Spaces for Sequential Decision-making
Figure 2 for Meta-Learning Hypothesis Spaces for Sequential Decision-making
Figure 3 for Meta-Learning Hypothesis Spaces for Sequential Decision-making
Figure 4 for Meta-Learning Hypothesis Spaces for Sequential Decision-making
Viaarxiv icon