Pith Number

pith:TANPXGYF

pith:2022:TANPXGYFVZWSS6ZNR2ULNVUBU6

not attested not anchored not stored refs pending

PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX

Antoine Dedieu, Dileep George, Guangyao Zhou, Miguel L\'azaro-Gredilla, Nishanth Kumar, Shrinu Kushagra, Wolfgang Lehrach

arxiv:2202.04110 v4 · 2022-02-08 · cs.LG · cs.AI · 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{TANPXGYFVZWSS6ZNR2ULNVUBU6}

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

Nonlocal Monte Carlo via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:54:28.038862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

981afb9b05ae6d297b2d8ea8b6d681a783dddad66720f171a8107cf30f4ee854

Aliases

arxiv: 2202.04110 · arxiv_version: 2202.04110v4 · doi: 10.48550/arxiv.2202.04110 · pith_short_12: TANPXGYFVZWS · pith_short_16: TANPXGYFVZWSS6ZN · pith_short_8: TANPXGYF

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/TANPXGYFVZWSS6ZNR2ULNVUBU6 \
  | 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: 981afb9b05ae6d297b2d8ea8b6d681a783dddad66720f171a8107cf30f4ee854

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14baa4fe2f5018385d0c881b8f7c38df8ee5a279e0c0210e55148ea05b84b67a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-08T19:27:48Z",
    "title_canon_sha256": "0875444759efd0b7cc32ee2e13346f035e5de6c0eb0f08ec7b563f9954740fd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.04110",
    "kind": "arxiv",
    "version": 4
  }
}