Pith Number

pith:DSGIKHTL

pith:2024:DSGIKHTLACYUGP2LPN2CKKEV5S

not attested not anchored not stored refs pending

SGPT: Few-Shot Prompt Tuning for Signed Graphs

Sima Qing, Wenjie Zhang, Xiaoyang Wang, Zian Zhai

arxiv:2412.12155 v2 · 2024-12-11 · 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{DSGIKHTLACYUGP2LPN2CKKEV5S}

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	2026-07-05T11:54:43.027164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c8c851e6b00b1433f4b7b74252895ec8a75feb733a7de8519777459e2538a5c

Aliases

arxiv: 2412.12155 · arxiv_version: 2412.12155v2 · doi: 10.48550/arxiv.2412.12155 · pith_short_12: DSGIKHTLACYU · pith_short_16: DSGIKHTLACYUGP2L · pith_short_8: DSGIKHTL

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/DSGIKHTLACYUGP2LPN2CKKEV5S \
  | 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: 1c8c851e6b00b1433f4b7b74252895ec8a75feb733a7de8519777459e2538a5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bda52234a76da8b026e52f9d6f3f15fd56c8edeb034b106ff501b2e7e23520ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T09:22:46Z",
    "title_canon_sha256": "66367ec3ed1730e7b32eeedf3eaba2d12b323258b199818d362bb57e4e78abd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12155",
    "kind": "arxiv",
    "version": 2
  }
}