Pith Number

pith:PNBDGZ2C

pith:2024:PNBDGZ2CVXD7H5TR2B3K7PEZTG

not attested not anchored not stored refs pending

Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks

BinBin Hu, Huajun Chen, Lei Liang, Lingbing Guo, Wen Zhang, Yichi Zhang, Zhiqiang Zhang, Zhuo Chen, Ziqi Liu

arxiv:2405.13085 v1 · 2024-05-21 · cs.CL · 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{PNBDGZ2CVXD7H5TR2B3K7PEZTG}

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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	2026-07-05T08:21:57.316198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b42336742adc7f3f671d076afbc9999972ed8b22493fc6cde5ec1c2a34e09fb

Aliases

arxiv: 2405.13085 · arxiv_version: 2405.13085v1 · doi: 10.48550/arxiv.2405.13085 · pith_short_12: PNBDGZ2CVXD7 · pith_short_16: PNBDGZ2CVXD7H5TR · pith_short_8: PNBDGZ2C

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/PNBDGZ2CVXD7H5TR2B3K7PEZTG \
  | 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: 7b42336742adc7f3f671d076afbc9999972ed8b22493fc6cde5ec1c2a34e09fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f0afb012420f44fc3210605cf5222ae61f1303be19f5d99d9a46df3f91ff8a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-21T08:22:14Z",
    "title_canon_sha256": "e408ccfbd24961ad907c8344aed642b1bee51f290e118d89aeb1519ee21cb657"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13085",
    "kind": "arxiv",
    "version": 1
  }
}