Author

Stephan Günnemann

2 papers indexed here

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Open access Sep 2026

Designing antimicrobials with programmable mechanism and safety

OmegAMP, a conditional diffusion framework controlling net charge, mean hydrophobicity, and sequence length, supporting de novo, analog, and motif-guided design, opens a programmable route to new peptide antibiotics whose mechanism and safety follow from the chosen prototype.

Paulina Szymczak, Marcelo Der Torossian Torres, Diogo Soares et al. · bioRxiv · 0 citations

Open access Aug 2026

Imagining Trajectories for Anomaly Detection in Reinforcement Learning from Images

ITRM is proposed, a novel approach to anomaly detection in visual reinforcement learning that is fully agent-agnostic and does not require access to policy internals, based on the observation that deviations from nominal environment dynamics can be identified through discrepancies in the latent representations of a lea...

Tom Haider, Karsten Roscher, Stephan Günnemann · Machine-mediated learning · 0 citations