Public research outputs
One paper, one open-source tool, recorded webinars and the public deliverables: every PoliRural+ research output here has a link.
Which two PoliRural+ research outputs with a public link deal with trustworthy AI, and what does each do?
The paper on reasoning-grounded explanations (predict-and-explain with compressed reasoning, presented at the XAI World Conference) and SHIELD, open-source software that filters unsafe or irrelevant queries before the AI answers.
- Only outputs with a public URL in the project fact sheet are listed
- CVUT: the reasoning-grounded explanations paper and SHIELD on GitHub
- JackDaw webinar recordings (November–December 2025) are on the project website
- D2.2, D2.3, D4.1 and D4.2 carry most of the research content
Research outputs you can open today
main tellingdepth: standard3 min markdown
This block lists only outputs that have a public link in the project’s public fact sheet (as of October 2026). A paper that is not here has no registered public link yet. If you are an author, add one with the ✍️ button and its URL.
Papers and software
| Output | Type | Partner | Link |
|---|---|---|---|
| Reasoning-grounded explanations: predict-and-explain with compressed reasoning, presented at the XAI World Conference (conference date not verified) | Conference paper | CVUT | cahlik.net/… |
| SHIELD: a safety framework that filters unsafe or irrelevant queries before the AI responds | Open-source software | CVUT | github.com/flpspacek/SHIELD |
Both deal with the trust problem described in grounded AI for planning: explaining why a model answered as it did, and stopping bad queries before they produce answers.
Training and events
| Output | Type | Partners | Link |
|---|---|---|---|
| JackDaw webinar series, November–December 2025 | Video recordings | AV; CCSS | poliruralplus.eu/knowledge-transfer/… |
| PoliRuralPlus JackDaw Code Camp 2026 (registration deadline 6 January 2026) | News | CVUT; CCSS | poliruralplus.eu/news/… |
| PechaKucha “Agents in the Field”, Synergy Days 2026, Kilkenny, 20–21 October 2026 | Event | polirural-pechakucha.vercel.app |
The final conference takes place on 20 November 2026 at CTU Prague, in hybrid form.
Public deliverables with research content
| Deliverable | Research content | Link |
|---|---|---|
| D2.2 Rural-urban linkages and opportunities post COVID-19 (approved) | Foresight literature annex | |
| D2.3 Rural-urban data analysis (submitted) | Literature review, Advisor evaluation, cross-pilot learnings | |
| D3.1 RAP Methodology (approved) | Method for Regional Action Plans | |
| D4.1 PoliRuralPlus platform design (approved) | Architecture, design principles | |
| D4.2 PoliRuralPlus Platform Beta (submitted) | Components, pilot testing, cross-project reuse | |
| D5.1 Prepared pilot by Stakeholder Multi-Actor Approach (approved) | MAA tool architecture |
“Submitted” deliverables have not yet been approved by the funding agency.
Related
- Builds on: Research pillars of PoliRural+