Pith Number

pith:FXFO4N6F

pith:2024:FXFO4N6FOF6BHB7X5UF4OEV5O3

not attested not anchored not stored refs pending

Machine learning the Ising transition: A comparison between discriminative and generative approaches

Difei Zhang, Frank Sch\"afer, Julian Arnold

arxiv:2411.19370 v1 · 2024-11-28 · cond-mat.dis-nn · cond-mat.stat-mech · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FXFO4N6FOF6BHB7X5UF4OEV5O3}

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	2026-07-05T11:13:16.260036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dcaee37c5717c1387f7ed0bc712bd76f59e9ba3cfdc325ba999ba59eaa28508

Aliases

arxiv: 2411.19370 · arxiv_version: 2411.19370v1 · doi: 10.48550/arxiv.2411.19370 · pith_short_12: FXFO4N6FOF6B · pith_short_16: FXFO4N6FOF6BHB7X · pith_short_8: FXFO4N6F

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/FXFO4N6FOF6BHB7X5UF4OEV5O3 \
  | 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: 2dcaee37c5717c1387f7ed0bc712bd76f59e9ba3cfdc325ba999ba59eaa28508

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7901c9d4fec07a5eaff741d757a4c6abaf6ad0e84e69110e87237a97ff2fde8",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2024-11-28T20:50:26Z",
    "title_canon_sha256": "a12ea46cd5e28af8a60268c3f8d81cc5a568ef71651914274113f9abcf04266e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19370",
    "kind": "arxiv",
    "version": 1
  }
}