Pith Number

pith:QO2G537K

pith:2024:QO2G537K27FFGPBFFWLUAPQ7UL

not attested not anchored not stored refs pending

A method for quantifying the generalization capabilities of generative models for solving Ising models

Ming Gao, Qunlong Ma, Zhi Ma

arxiv:2405.03435 v1 · 2024-05-06 · cond-mat.dis-nn · cs.AI · 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{QO2G537K27FFGPBFFWLUAPQ7UL}

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	2026-07-05T08:16:02.978426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83b46eefead7ca533c252d97403e1fa2d26e7e139ce5c113a893a1392e1062d8

Aliases

arxiv: 2405.03435 · arxiv_version: 2405.03435v1 · doi: 10.48550/arxiv.2405.03435 · pith_short_12: QO2G537K27FF · pith_short_16: QO2G537K27FFGPBF · pith_short_8: QO2G537K

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/QO2G537K27FFGPBFFWLUAPQ7UL \
  | 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: 83b46eefead7ca533c252d97403e1fa2d26e7e139ce5c113a893a1392e1062d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c45220584f6761d259d11abd12e32e69035c64051ec61bd57e90b19d1c3a2853",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2024-05-06T12:58:48Z",
    "title_canon_sha256": "6c2349505a690cc0a483e3eb72cd4d215cbe70ef620cabb5a09f30dbada45956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03435",
    "kind": "arxiv",
    "version": 1
  }
}