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Sebastian Vollmer

3 papers indexed

arxivcs.CV2026-07-04

CogRad: A Cognitively-Inspired Multi-Agent Framework for Radiology Report Generation

Saif Ur Rehman Khan, Hasaan Maqsood, Sebastian Vollmer, Andreas Dengel, Muhammad Nabeel Asim

Automated radiology report generation (RRG) can ease radiologist workload, yet most existing systems produce a report in a single forward pass, with no mechanism to check a claim against the image or revisit a finding once stated. We present CogRad, a cognitively inspired multi-a…

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arxivcs.LG2026-07-01

When Context Compensates for Sparse Event History: AlphaEarth for Spatio-Temporal Point-Process Forecasting

Yahya Aalaila, Mouad Elhamdi, Gerrit Großmann, Daniel Jenson, Elizaveta Semenova, Sebastian Vollmer

Spatio-temporal point-process models must often generalise across space when local event histories are sparse. We study whether exogenous spatial context can compensate in such regimes. Using a fixed log-Gaussian Cox process backbone, we compare an event-only model with the same…

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arxivcs.LG2026-07-01

Seahorse: A Unified Benchmarking Framework for Spatiotemporal Event Modeling

Yahya Aalaila, Gerrit Großmann, Sebastian Vollmer

Spatiotemporal point processes (STPPs) model event data in continuous time and space, with applications in mobility, epidemiology, and public safety. Recent neural STPPs span expressive intensity models, conditional density models, continuous-time latent dynamics, normalizing-flo…

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