Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Cancer Immunotherapy and Biomarkers
Abstract
SPARTA poses two transport problems on one spatial graph: a source–sink minimum cut for migrating immune cells and a screened diffusion–absorption equation for an IgG-sized molecule. Release v2.2.0 accompanies the manuscript submitted to Interdisciplinary Sciences: Computational Life Sciences and contains the complete source code, configuration files, unit tests, per-spot node tables and graph files for 30 public sections (GEO GSE144239, GSE250636; 10x Genomics public Visium datasets; the melanoma lymph-node data of Thrane et al. 2018), every per-section and per-core result file (including the validation against CODEX images of Schürch et al. 2020) and the scripts that regenerate all figures and manuscript numbers. Raw expression matrices and images are not redistributed; they are available from their original sources. Outputs are model-defined summaries, not measurements of antibody exposure, T-cell migration or treatment response.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
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The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
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The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
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It is proved that any global minimizer of the trajectory balance objective can define a policy that samples exactly from the target distribution, and empirically demonstrate the benefits of the trajectories balance objective for GFlowNet convergence, diversity of generated samples, and robustness to long action sequenc...
Esmeralda S. Whitammer, Moksh Jain, Emmanuel Bengio et al.· Neural Information Processin...· 302 citations· ⚡60
Adaptive AI agents can help make BIM data more machine-readable by navigating IFC models, interpreting inconsistent information, and mapping it to defined standards. In this blog, Alok Rawat shares findings from a real-world pilot in construction workflows. The post Adaptive AI Agents in Construction Workflows appeared first on GPT-Lab.