Felippe Schmoeller Roza

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 8

Top Topics

State Abstraction

Noisy Observations

Reinforcement Learning

Top Venues

Publications

Tom Haider, Karsten Roscher, Benjamin Herd, Felippe Schmoeller Roza, Simon Burton
Can you trust your Agent? The Effect of Out-of-Distribution Detection on the Safety of Reinforcement Learning Systems. SAC (2024)
Felippe Schmoeller Roza, Simon Hadwiger, Ingo Thon, Karsten Roscher
Towards Safety Assurance of Uncertainty-Aware Reinforcement Learning Agents. SafeAI@AAAI (2023)
Felippe Schmoeller Roza
Uncertainty-Aware Hierarchical Reinforcement Learning Robust to Noisy Observations. FTC (1) (2022)
Felippe Schmoeller Roza, Hassan Rasheed, Karsten Roscher, Xiangyu Ning, Stephan Günnemann
Safe Robot Navigation Using Constrained Hierarchical Reinforcement Learning. ICMLA (2022)
Franziska Schwaiger, Maximilian Henne, Fabian Küppers, Felippe Schmoeller Roza, Karsten Roscher, Anselm Haselhoff
From Black-box to White-box: Examining Confidence Calibration under different Conditions. SafeAI@AAAI (2021)
Tom Haider, Felippe Schmoeller Roza, Dirk Eilers, Karsten Roscher, Stephan Günnemann
Domain Shifts in Reinforcement Learning: Identifying Disturbances in Environments. AISafety@IJCAI (2021)
Franziska Schwaiger, Maximilian Henne, Fabian Küppers, Felippe Schmoeller Roza, Karsten Roscher, Anselm Haselhoff
From Black-box to White-box: Examining Confidence Calibration under different Conditions. CoRR (2021)
Felippe Schmoeller Roza, Maximilian Henne, Karsten Roscher, Stephan Günnemann
Assessing Box Merging Strategies and Uncertainty Estimation Methods in Multimodel Object Detection. ECCV Workshops (6) (2020)