Pith Number

pith:A54OIRCQ

pith:2022:A54OIRCQ6CUQCVSRMVNTPQD32V

not attested not anchored not stored refs pending

Universal Prompt Tuning for Graph Neural Networks

Chunping Wang, Lei Chen, Taoran Fang, Yang Yang, Yunchao Zhang

arxiv:2209.15240 v5 · 2022-09-30 · 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{A54OIRCQ6CUQCVSRMVNTPQD32V}

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

Efficient Prompt Learning for Traffic Forecasting

Receipt and verification

First computed	2026-07-05T08:06:22.470233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0778e44450f0a9015651655b37c07bd56ed6c427d0e253805e8c6a0b3295d96c

Aliases

arxiv: 2209.15240 · arxiv_version: 2209.15240v5 · doi: 10.48550/arxiv.2209.15240 · pith_short_12: A54OIRCQ6CUQ · pith_short_16: A54OIRCQ6CUQCVSR · pith_short_8: A54OIRCQ

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/A54OIRCQ6CUQCVSRMVNTPQD32V \
  | 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: 0778e44450f0a9015651655b37c07bd56ed6c427d0e253805e8c6a0b3295d96c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbdb7c04fddbd928cd6e2be11e411e47a8b4e14fab81f955857e6ae6b8efcf94",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T05:19:27Z",
    "title_canon_sha256": "e3fa81d9375bba3f13e20ddcdcd6665a4c6633300c5345438618205a5c26a301"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15240",
    "kind": "arxiv",
    "version": 5
  }
}