Pith Number

pith:DMCZODFM

pith:2025:DMCZODFMNIFXQEYRP4LQPCNJ4S

not attested not anchored not stored refs pending

GILT: An LLM-Free, Tuning-Free Graph Foundational Model for In-Context Learning

Lei Zou, Muhan Zhang, Weishuo Ma, Xiyuan Wang, Yanbo Wang

arxiv:2510.04567 v2 · 2025-10-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMCZODFMNIFXQEYRP4LQPCNJ4S}

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	2026-05-25T02:01:07.920172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b05970cac6a0b7813117f170789a9e49b981823579ce6894aabaee92e645d00

Aliases

arxiv: 2510.04567 · arxiv_version: 2510.04567v2 · doi: 10.48550/arxiv.2510.04567 · pith_short_12: DMCZODFMNIFX · pith_short_16: DMCZODFMNIFXQEYR · pith_short_8: DMCZODFM

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/DMCZODFMNIFXQEYRP4LQPCNJ4S \
  | 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: 1b05970cac6a0b7813117f170789a9e49b981823579ce6894aabaee92e645d00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdaa9b0577b1fd36e3dcbbc8aab80219d6bba7d9bbdc4247c141f1aba3ac6d91",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-06T08:09:15Z",
    "title_canon_sha256": "276bb37b9240261bb88dc8857dc05243dac07d6264564d50b05067c2282fd0d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.04567",
    "kind": "arxiv",
    "version": 2
  }
}