Pith Number

pith:W6HBGO5Y

pith:2024:W6HBGO5YIJASZAZRUNNLBW5JMD

not attested not anchored not stored refs pending

Efficiently learning and sampling multimodal distributions with data-based initialization

Frederic Koehler, Holden Lee, Thuy-Duong Vuong

arxiv:2411.09117 v1 · 2024-11-14 · cs.LG · cs.DS · math.PR · 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{W6HBGO5YIJASZAZRUNNLBW5JMD}

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

A computational phase transition for learning-to-sample from Ising models

Receipt and verification

First computed	2026-07-05T09:35:20.402311Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b78e133bb842412c8331a35ab0dba960d0278a1d15e8f28e2a8f92d8ae2d9ed6

Aliases

arxiv: 2411.09117 · arxiv_version: 2411.09117v1 · doi: 10.48550/arxiv.2411.09117 · pith_short_12: W6HBGO5YIJAS · pith_short_16: W6HBGO5YIJASZAZR · pith_short_8: W6HBGO5Y

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/W6HBGO5YIJASZAZRUNNLBW5JMD \
  | 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: b78e133bb842412c8331a35ab0dba960d0278a1d15e8f28e2a8f92d8ae2d9ed6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23faf997c4f6974a233f37698adcff3b34a009421191a7e2b7cd0b3f389e6ef5",
    "cross_cats_sorted": [
      "cs.DS",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-14T01:37:02Z",
    "title_canon_sha256": "9fe8643d7a97a35d6b701815ed07a074b4410e20974d2a898879e638a75f9cda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09117",
    "kind": "arxiv",
    "version": 1
  }
}