Pith Number

pith:MXJSZ3JU

pith:2023:MXJSZ3JUJYO2WRFLLW4WWSP7ML

not attested not anchored not stored refs pending

Reproducing Bayesian Posterior Distributions for Exoplanet Atmospheric Parameter Retrievals with a Machine Learning Surrogate Model

Eyup B. Unlu, Katia Matcheva, Konstantin T. Matchev, Roy T. Forestano

arxiv:2310.10521 v1 · 2023-10-16 · astro-ph.EP · astro-ph.IM · cs.LG · physics.data-an

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MXJSZ3JUJYO2WRFLLW4WWSP7ML}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Supervised Machine Learning Methods with Uncertainty Quantification for Exoplanet Atmospheric Retrievals from Transmission Spectroscopy

Receipt and verification

First computed	2026-07-05T07:01:21.231028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65d32ced344e1dab44ab5db96b49ff62cd0d8c248353156c21f0a3101e2bba6c

Aliases

arxiv: 2310.10521 · arxiv_version: 2310.10521v1 · doi: 10.48550/arxiv.2310.10521 · pith_short_12: MXJSZ3JUJYO2 · pith_short_16: MXJSZ3JUJYO2WRFL · pith_short_8: MXJSZ3JU

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MXJSZ3JUJYO2WRFLLW4WWSP7ML \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 65d32ced344e1dab44ab5db96b49ff62cd0d8c248353156c21f0a3101e2bba6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5453627c8846e367539026d3df37bac3dfa263012aeca4f99262d01801761d5c",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "cs.LG",
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.EP",
    "submitted_at": "2023-10-16T15:39:05Z",
    "title_canon_sha256": "cc269273b5cb77bf2b26907fbd6c5491e045bc99425aae33f8a0a57c07247564"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10521",
    "kind": "arxiv",
    "version": 1
  }
}