Pith Number

pith:4FYUGEVC

pith:2025:4FYUGEVCLRGRLHGUO4VX7CGN22

not attested not anchored not stored refs pending

Covariate-dependent Graphical Model Estimation via Neural Networks with Statistical Guarantees

George Michailidis, Jiahe Lin, Yikai Zhang

arxiv:2504.16356 v1 · 2025-04-23 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4FYUGEVCLRGRLHGUO4VX7CGN22}

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	2026-07-05T10:52:45.428143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1714312a25c4d159cd4772b7f88cdd6b1deede85acfc4c1f34ea47b395b1098

Aliases

arxiv: 2504.16356 · arxiv_version: 2504.16356v1 · doi: 10.48550/arxiv.2504.16356 · pith_short_12: 4FYUGEVCLRGR · pith_short_16: 4FYUGEVCLRGRLHGU · pith_short_8: 4FYUGEVC

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/4FYUGEVCLRGRLHGUO4VX7CGN22 \
  | 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: e1714312a25c4d159cd4772b7f88cdd6b1deede85acfc4c1f34ea47b395b1098

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944c6aa89e24e07ed756afb5cd44b5aa6b09ccebf2ef16cd10931ce8d001aff2",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-04-23T02:13:36Z",
    "title_canon_sha256": "66ee3958c5e6ab397b99cd9f9ea01ed1f7d64a0fbd6ba985338c4921774ab061"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16356",
    "kind": "arxiv",
    "version": 1
  }
}