Pith Number

pith:VKUEYLSR

pith:2022:VKUEYLSRZ52YGDJAAL4VEC6V42

not attested not anchored not stored refs pending

Learning a Restricted Boltzmann Machine using biased Monte Carlo sampling

Aur\'elien Decelle, Beatriz Seoane, Cyril FURTLEHNER, Nicolas B\'ereux

arxiv:2206.01310 v2 · 2022-06-02 · cs.LG · cond-mat.dis-nn · cond-mat.stat-mech · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VKUEYLSRZ52YGDJAAL4VEC6V42}

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

Explaining the effects of non-convergent sampling in the training of Energy-Based Models

Receipt and verification

First computed	2026-07-05T05:51:25.868791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaa84c2e51cf75830d2002f9520bd5e684e8ad5b7276f9b2f0da7895d7065a7e

Aliases

arxiv: 2206.01310 · arxiv_version: 2206.01310v2 · doi: 10.48550/arxiv.2206.01310 · pith_short_12: VKUEYLSRZ52Y · pith_short_16: VKUEYLSRZ52YGDJA · pith_short_8: VKUEYLSR

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/VKUEYLSRZ52YGDJAAL4VEC6V42 \
  | 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: aaa84c2e51cf75830d2002f9520bd5e684e8ad5b7276f9b2f0da7895d7065a7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c1b877d7c14d4363f83745834701355647e8761d6cf9e30921e354e101e2e6b",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.stat-mech",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T21:29:01Z",
    "title_canon_sha256": "579fe320028bd6f9cc94112c101119dd5d48b9fe4b1e7dfdc8bf5c722b160b41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01310",
    "kind": "arxiv",
    "version": 2
  }
}