Pith Number

pith:2CRXAWPC

pith:2024:2CRXAWPCWRVIFDNSWOIQMNBBBS

not attested not anchored not stored refs pending

Estimation of System Parameters Including Repeated Cross-Sectional Data through Emulator-Informed Deep Generative Model

Hyeontae Jo, Hyung Ju Hwang, Hyunwoo Cho, Sung Woong Cho

arxiv:2412.19517 v1 · 2024-12-27 · cs.LG · cs.AI · cs.NA · math.NA · q-bio.PE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2CRXAWPCWRVIFDNSWOIQMNBBBS}

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.

Receipt and verification

First computed	2026-07-05T09:54:37.137930Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0a37059e2b46a828db2b3910634210caf6a7d707c88c36b7a2fe5fbbead8f97

Aliases

arxiv: 2412.19517 · arxiv_version: 2412.19517v1 · doi: 10.48550/arxiv.2412.19517 · pith_short_12: 2CRXAWPCWRVI · pith_short_16: 2CRXAWPCWRVIFDNS · pith_short_8: 2CRXAWPC

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/2CRXAWPCWRVIFDNSWOIQMNBBBS \
  | 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: d0a37059e2b46a828db2b3910634210caf6a7d707c88c36b7a2fe5fbbead8f97

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23eea977be5074415488ffb47dd6f702f2368616b702221571080642c7c21c41",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.NA",
      "q-bio.PE",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T08:19:23Z",
    "title_canon_sha256": "82e264f501ca3404548f760bf0dfec4affd231b2116813d7bdcd5cc3911f8b1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19517",
    "kind": "arxiv",
    "version": 1
  }
}