Pith Number

pith:V7UDU7IK

pith:2025:V7UDU7IKFAGE5HXEM2IWKO6LXH

not attested not anchored not stored refs pending

FORGE: Foundational Optimization Representations from Graph Embeddings

Serdar Kadioglu, Zohair Shafi

arxiv:2508.20330 v5 · 2025-08-28 · 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{V7UDU7IKFAGE5HXEM2IWKO6LXH}

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

Transfer Learning from Foundational Optimization Embeddings to Unsupervised SAT Representations

Receipt and verification

First computed	2026-06-19T16:10:53.717833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afe83a7d0a280c4e9ee46691653bcbb9f269629f061c7b85b897bc5282e9d6a7

Aliases

arxiv: 2508.20330 · arxiv_version: 2508.20330v5 · doi: 10.48550/arxiv.2508.20330 · pith_short_12: V7UDU7IKFAGE · pith_short_16: V7UDU7IKFAGE5HXE · pith_short_8: V7UDU7IK

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/V7UDU7IKFAGE5HXEM2IWKO6LXH \
  | 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: afe83a7d0a280c4e9ee46691653bcbb9f269629f061c7b85b897bc5282e9d6a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf435c888fe01d6a4e5a7cbd11fd3443849a8e310c0176e11beed23065a1cd3a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-28T00:15:57Z",
    "title_canon_sha256": "22b410d466cd04961263953a56fe3253f1cfcff67eb6b3a3017b060061bc9abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20330",
    "kind": "arxiv",
    "version": 5
  }
}