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Differential Diagnosis for the Sky · Publication plan

Where this paper goes, and when

Six venues across the three communities this work sits between: multi-agent systems, automated planning, aerospace autonomy, and astronomical methods. Each has its own audience, format and clock.

Venue facts checked 11 Oct 2026Re-verify every deadline on the official page before acting

Can this get in? The honest read

Strong questionResults not yet run

The research question is good. It is specific and falsifiable, and the gap is real: open-world hypothesis discrimination plus fading measurement value plus decentralised execution has not been combined in one planner. Reviewers at ICAPS, AAMAS and AIAA will find that interesting.

The evidence is not there yet. A results-track reviewer will ask one thing first: does P beat closed-world EIG (B3) on preregistered test seeds, at scale, with credible forward models? Today the repository can't answer that:

So right now only a vision / position track is an honest submission. Once preregistered Phase 2 results exist, every venue below becomes realistic.

On the “MIT, Harvard, NASA-level” ambition

That bar is reachable, but it isn't set by formatting or venue choice. Papers at that level share four traits, and this project can have all four:

  1. A clean headline result against the strongest baseline. Here that means P vs. B3 on test seeds, with the preregistration committed first. Beating B0 to B2 alone won't impress anyone.
  2. Physics that domain experts trust. The current light curves are this project's own analytic approximations (see research/LOG.md). Swapping in published templates such as sncosmo and kilonova grids is what makes astronomers take it seriously.
  3. A co-author from the field. An astronomy or aerospace-autonomy faculty member or JPL/NASA researcher who reads the draft. This is the single biggest lever on acceptance, and the AAMAS Blue Sky track explicitly weighs author track record.
  4. A path to use. NASA adopts things that run in shadow mode next to a real alert stream (Fink, ALeRCE) and fit flight-like compute. The ESP32 testbed and the shadow-mode plan in §10 of the paper are the right seeds for this.

The credibility track: near-certain, real, and fast

No legitimate venue guarantees acceptance. Any venue that promises it for a fee is predatory, and a paper there damages credibility. These four, though, check soundness and fit rather than novelty, so careful, honest work gets in. Each leaves a permanent, citable, indexed record that this work exists and is moving.

AAS journal · moderated, not peer-reviewedResearch Notes of the AASRolling · ≤1,500 words · free · DOI + ADSNote drafted · submit nowThe first published item. A short note on the Phase 1 result, now re-run at full scale. Typically online within days.
Preprint serverarXiv (astro-ph.IM or cs.AI)Rolling · moderation onlyAfter RNAAS acceptancePost the accepted note's PDF. First-time submitters may need an endorsement from an existing arXiv author in that category. Ask a faculty member.
Software archiveZenodo DOI for the codeInstant · freeDo with RNAASConnect the GitHub repo to Zenodo, tag a release, and you get a citable software DOI. The note's code-availability line should cite it.
Peer-reviewed software journalJournal of Open Source SoftwareRolling · free · open GitHub reviewNeeds prep · early 2027Requires >6 months of public history (met: public since Mar 2026), an OSI license file (missing), tagged releases, tests and CI, docs, and an AI-usage disclosure.

What you can cite today

The Phase 1 existence proof. It is a toy problem (two exponential classes plus one withheld “bump” class, fixed Gaussian noise) and a single seed, so present it only as a preliminary signal in a vision or workshop paper:

StrategyConfidently wrong on withheld eventsWithheld events correctly flagged h₀Confidently wrong on modeled events
Random
B3 closed-world EIG
P open-world EIG

Source: research/results/phase1/summary.json · commit · config

Recommended sequence

  1. 20 Oct → 5 Nov → 12 Nov 2026AAMAS 2027 Blue Sky Ideas: OpenReview registration, then abstract, then the 4-page paper. This is the only venue where the work is ready as-is.
  2. Nov 2026Commit PREREGISTRATION.md, calibrate β, γ and τ on validation seeds, then run Phase 2 on test seeds. Every venue below depends on this step.
  3. 7 Dec → 14 Dec 2026ICAPS 2027 main track, only if Phase 2 test results exist by about 1 December. Otherwise skip it; a rushed ICAPS rejection costs more than waiting.
  4. ~early 2027 · unconfirmedIWPSS 2027, if the biennial series runs. This is the space-planning home community.
  5. Spring 2027 · rollingRAS Techniques & Instruments: the astronomy-facing methods paper, once real templates and the ZTF replay produce results.
  6. ~1 Jul 2027 · inferredIEEE Aerospace Conference 2028 abstract, centred on the ESP32 hardware-in-the-loop work.
  7. Late 2027 · rollingAIAA Journal of Aerospace Information Systems: the archival journal version of the full system, including decentralisation (H4) and the testbed.

The six venues

Conference track · Multi-agent systemsAAMAS 2027 · Blue Sky IdeasPaper due 12 Nov 2026 · 4 pagesSubmittable nowA vision track that isn't judged on results. Pitch: epistemic coordination for agent swarms. Conference · Automated planningICAPS 2027 · Main trackPaper due 14 Dec 2026 · 8 pages · double-blindNeeds Phase 2 resultsPlanning under uncertainty with incomplete models, which is where the open-world EIG utility lives. Workshop · Space planning & schedulingIWPSS 20272027 call not found · 2025 used 8 pp / 4 ppUnconfirmed editionThe exact community behind POISE and JPL onboard planning. Highest topical fit. Journal · Astronomical methodsRAS Techniques & InstrumentsRolling · open access · 250-word abstractNeeds real templates + replayConvinces astronomers that the planner matters for real transient follow-up. Conference · Aerospace engineeringIEEE Aerospace Conference 20282027 deadlines passed · 2028 abstract ~Jul 2027Needs hardware testbedNASA/JPL-heavy audience. The place for the ESP32 hardware-in-the-loop story. Journal · Aerospace autonomyAIAA Journal of Aerospace Information SystemsRolling · 100–200-word abstractCapstone, needs all phasesThe archival home for the complete system: H1 to H4 plus the testbed.

At a glance

VenueAudience cares aboutLengthReviewLeads with
AAMAS Blue SkyVision, new agent problems4 pp + refsTrack chairs; author record weighedThe coordination problem
ICAPSFormal planning contribution, benchmarks8 pp + refs (AAAI)Double-blindOpen-world EIG utility (H1, H3)
IWPSSDeployable space planning8 pp / 4 pp (2025 rules)Workshop PCConstellation + decay term (H2)
RASTIScience return, real dataNo fixed limitSingle-anonymousFollow-up efficiency on ZTF replay
IEEE AerospaceSystems, hardware, mission relevanceCheck callFull-paper reviewTestbed + decentralisation (H4)
AIAA JAISArchival autonomy systemsCheck AIAA guidelinePeer reviewEverything, end to end

Master manuscript: docs/index.html. Each venue page reuses its sections; only framing, length and emphasis change. Generated numbers: python -m research.figures.export_site_results.