5 papers
2D Spatial Reasoning with Adaptive Neural Cellular Automata
Martin Spitznagel, Janis Keuper
Many modern learning approaches are still struggling with spatial reasoning tasks, i.e. they lack the ability to utilize geometric information of perceived entities and their spati…
A New Kind of Network? Review and Reference Implementation of Neural Cellular Automata
Martin Spitznagel, Janis Keuper
Stephen Wolfram proclaimed in his 2003 seminal work "A New Kind Of Science" that simple recursive programs in the form of Cellular Automata (CA) are a promising approach to replace…
Real-time Prediction of Urban Sound Propagation with Conditioned Normalizing Flows
Achim Eckerle, Martin Spitznagel, Janis Keuper
Accurate and fast urban noise prediction is pivotal for public health and for regulatory workflows in cities, where the Environmental Noise Directive mandates regular strategic noi…
Prompt Injection Attacks on LLM Generated Reviews of Scientific Publications
Janis Keuper
The ongoing intense discussion on rising LLM usage in the scientific peer-review process has recently been mingled by reports of authors using hidden prompt injections to manipulat…
PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations?
Martin Spitznagel, Jan Vaillant, Janis Keuper
The image-to-image translation abilities of generative learning models have recently made significant progress in the estimation of complex (steered) mappings between image distrib…