---
id: ch10-publications
type: spine
title: "Research outputs you can open today"
readingTime: 3
standalone: true
core: false
teaser: "One paper, one open-source tool, recorded webinars and the public deliverables: every PoliRural+ research output here has a link."
voice: thinker
parent: null
diagram: fig-research-outputs
recallQ: "Which two PoliRural+ research outputs with a public link deal with trustworthy AI, and what does each do?"
recallA: "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."
highlights:
  - "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"
status: accepted
concept: research-outputs
conceptTitle: "Public research outputs"
parents: research-pillars
lang: en
lens: generic
depth: standard
formalism: none
visuality: balanced
lengthBand: standard
genre: explainer
state: edited
carriers: prose|table|diagram
---

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/…](https://cahlik.net/reasoning-grounded-explanations-paper/) |
| **SHIELD**: a safety framework that filters unsafe or irrelevant queries before the AI responds | Open-source software | CVUT | [github.com/flpspacek/SHIELD](https://github.com/flpspacek/SHIELD) |

Both deal with the trust problem described in [grounded AI for planning](#c/grounded-ai-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/…](https://www.poliruralplus.eu/knowledge-transfer/education-videos/) |
| PoliRuralPlus JackDaw Code Camp 2026 (registration deadline 6 January 2026) | News | CVUT; CCSS | [poliruralplus.eu/news/…](https://www.poliruralplus.eu/news/poliruralplus-jackdaw-code-camp-2026/) |
| PechaKucha "Agents in the Field", Synergy Days 2026, Kilkenny, 20–21 October 2026 | Event | | [polirural-pechakucha.vercel.app](https://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 | [PDF](https://www.poliruralplus.eu/docs/140/Attachment_0_57.pdf) |
| D2.3 Rural-urban data analysis (submitted) | Literature review, Advisor evaluation, cross-pilot learnings | [PDF](https://www.poliruralplus.eu/docs/382/D2.3_Rural_Urban_data_analysis_v1.0.pdf) |
| D3.1 RAP Methodology (approved) | Method for Regional Action Plans | [PDF](https://www.poliruralplus.eu/docs/161/D3.1__RAP_Methodology_v1.pdf) |
| D4.1 PoliRuralPlus platform design (approved) | Architecture, design principles | [PDF](https://www.poliruralplus.eu/docs/162/D4.1_PoliRuralPlus_platform_design_v1.pdf) |
| D4.2 PoliRuralPlus Platform Beta (submitted) | Components, pilot testing, cross-project reuse | [PDF](https://www.poliruralplus.eu/docs/421/D4.2_PoliRuralPlus_Platform_Beta.pdf) |
| D5.1 Prepared pilot by Stakeholder Multi-Actor Approach (approved) | MAA tool architecture | [PDF](https://www.poliruralplus.eu/docs/150/D5.1_Prepared_pilot_by_Stakeholder_Multi-Actor_Approach_v1.0.pdf) |

"Submitted" deliverables have not yet been approved by the funding agency.

**Sources:**
- PoliRural+ public fact sheet: publications with a public URL; public deliverables and their PDFs; public events. [poliruralplus.eu](https://www.poliruralplus.eu/)