Pith Number

pith:WWY3UX3N

pith:2024:WWY3UX3N5WD5YQGPSI7RGWXOI5

not attested not anchored not stored refs pending

GenAI4UQ: A Software for Inverse Uncertainty Quantification Using Conditional Generative Models

Dan Lu, Guannan Zhang, Ming Fan, Zezhong Zhang

arxiv:2412.07026 v1 · 2024-12-09 · cs.LG · physics.geo-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WWY3UX3N5WD5YQGPSI7RGWXOI5}

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

Exact Conditional Score-Guided Generative Modeling for Amortized Inference in Uncertainty Quantification

Receipt and verification

First computed	2026-07-05T09:47:02.330511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5b1ba5f6ded87dc40cf923f135aee47685400617d52ef6fe1e19460e66b8d91

Aliases

arxiv: 2412.07026 · arxiv_version: 2412.07026v1 · doi: 10.48550/arxiv.2412.07026 · pith_short_12: WWY3UX3N5WD5 · pith_short_16: WWY3UX3N5WD5YQGP · pith_short_8: WWY3UX3N

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/WWY3UX3N5WD5YQGPSI7RGWXOI5 \
  | 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: b5b1ba5f6ded87dc40cf923f135aee47685400617d52ef6fe1e19460e66b8d91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a73bea2985538771c31b4593ced78e96d23adaef2a62e44a37b8a21ecb13b6d",
    "cross_cats_sorted": [
      "physics.geo-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-09T22:26:23Z",
    "title_canon_sha256": "d22fd5636e506d330d99738ce41e1a45d380f877787d2ae2d2db4d956e351470"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07026",
    "kind": "arxiv",
    "version": 1
  }
}