NASA-IMPACT / NASA-IMPACT/akd-core

AKD MIO Worldview preprint

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#485 3 comments 0 reactions 1 assignee View on GitHub

@sanzog03 is already working on this.

Since Jun 29, 2026.

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Description

Preprint: AKD MIO Worldview
Paper repo: NASA-IMPACT/akd-mio-worldview-paper"Paper for MIO (previously IESO) Worldview agent (collaboration: AKD + MIO)"
Parent EPIC: #474 — Preprint Papers
Tracking: Milestone 26.4 Paper and Workshop
Owner: @sanzog03
Deadline: 1st draft due end of this week — Thursday/Friday, July 2–3, 2026.

Track the AKD MIO Worldview preprint — the MIO (formerly IESO) Worldview agent, an AKD + MIO collaboration — from draft to submission-ready. Tick the checklist as items land; link evidence (PRs, figures, eval runs, draft sections) inline.


📋 Paper Readiness Checklist

Literature & positioning
  • Literature review complete — related work surveyed, gaps identified, key prior art cited
  • Contribution / novelty stated explicitly relative to prior work
Agent architecture & methodology
  • Architecture diagram(s) for the agent(s) included — components, tools, data flow, control loop
  • Methodology described in enough detail to reproduce
  • Design decisions and trade-offs justified
Benchmarking & evaluation
  • Benchmark dataset(s) defined, sourced, and documented
  • Evaluation is rigorous — clear metrics, baselines / comparisons, ablations where relevant
  • Results reproducible — code, configs, and data referenced (link akd-evals or the eval harness used)
  • Quantitative results reported with appropriate rigor — multiple runs / error bars / significance where applicable
Science narrative & impact
  • Science use-case narrative written — which scientific / Earth-observation workflow this accelerates and for whom
  • Impact articulated — value to NASA Earth science / the target research community
Limitations & responsible AI
  • Limitations section written — honest scope, known failure modes, where it breaks down
  • Responsible-AI / ethical considerations addressed (where applicable)
Manuscript & submission
  • All sections drafted — abstract, intro, methods, results, discussion, conclusion
  • Figures and tables finalized
  • References complete and consistently formatted
  • Internal review / proofread complete
  • Target venue / preprint server chosen (e.g. arXiv) and author list + contributions agreed

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