Pith Number

pith:LBDOGSOU

pith:2026:LBDOGSOUTO3JDKJ6FS3NXQTRAT

not attested not anchored not stored refs pending

Information Lattice Learning as Probabilistic Graphical Model Structure Learning

Haizi Yu, Lav R. Varshney

arxiv:2606.19366 v1 · 2026-06-11 · cs.LG · cs.AI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LBDOGSOUTO3JDKJ6FS3NXQTRAT}

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	2026-06-19T16:12:23.289911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5846e349d49bb691a93e2cb6dbc27104d432df03cd66d23c3e17d393a2a00667

Aliases

arxiv: 2606.19366 · arxiv_version: 2606.19366v1 · doi: 10.48550/arxiv.2606.19366 · pith_short_12: LBDOGSOUTO3J · pith_short_16: LBDOGSOUTO3JDKJ6 · pith_short_8: LBDOGSOU

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/LBDOGSOUTO3JDKJ6FS3NXQTRAT \
  | 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: 5846e349d49bb691a93e2cb6dbc27104d432df03cd66d23c3e17d393a2a00667

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4863cfb9945ab09f2235157067b2765431c91e0914577b04a54bdccc033074bf",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-11T03:42:57Z",
    "title_canon_sha256": "aba10a38397849a4cf15117b9e04685fcc978bbe01022de5a6d7199630e4df3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19366",
    "kind": "arxiv",
    "version": 1
  }
}