Pith Number

pith:GMJYPVVC

pith:2024:GMJYPVVC3G3VEPDOQTKQLEREEV

not attested not anchored not stored refs pending

Geometry and factorization of multivariate Markov chains with applications to MCMC acceleration and approximate inference

Geoffrey Wolfer, Michael C.H. Choi, Youjia Wang

arxiv:2404.12589 v7 · 2024-04-19 · math.PR · cs.IT · math.IT · math.OC · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GMJYPVVC3G3VEPDOQTKQLEREEV}

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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

Information-theoretic coordinate subset and partition selection of multivariate Markov chains via submodular optimization

Receipt and verification

First computed	2026-05-26T02:03:45.720588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

331387d6a2d9b7523c6e84d5059224254094a55f96e925725a1fda78f5352d16

Aliases

arxiv: 2404.12589 · arxiv_version: 2404.12589v7 · doi: 10.48550/arxiv.2404.12589 · pith_short_12: GMJYPVVC3G3V · pith_short_16: GMJYPVVC3G3VEPDO · pith_short_8: GMJYPVVC

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/GMJYPVVC3G3VEPDOQTKQLEREEV \
  | 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: 331387d6a2d9b7523c6e84d5059224254094a55f96e925725a1fda78f5352d16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a50a153129989201d80f6959945557b4facd96e968355e3dfa40ae92d3129d5",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.OC",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.PR",
    "submitted_at": "2024-04-19T02:35:03Z",
    "title_canon_sha256": "e499859794878af2c7ccc4e2af95bc834f88ade4fd1c03972ff9bcf31917691f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12589",
    "kind": "arxiv",
    "version": 7
  }
}