Pith Number

pith:ZHLU7EFX

pith:2024:ZHLU7EFXWUCSV4P4WOZ7VTPY2Q

not attested not anchored not stored refs pending

Graph External Attention Enhanced Transformer

Jianqing Liang, Jiye Liang, Min Chen

arxiv:2405.21061 v2 · 2024-05-31 · 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{ZHLU7EFXWUCSV4P4WOZ7VTPY2Q}

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	2026-07-05T10:41:12.817086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d74f90b7b5052af1fcb3b3facdf8d43295c551ab81c779341f2660ddf94c41

Aliases

arxiv: 2405.21061 · arxiv_version: 2405.21061v2 · doi: 10.48550/arxiv.2405.21061 · pith_short_12: ZHLU7EFXWUCS · pith_short_16: ZHLU7EFXWUCSV4P4 · pith_short_8: ZHLU7EFX

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/ZHLU7EFXWUCSV4P4WOZ7VTPY2Q \
  | 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: c9d74f90b7b5052af1fcb3b3facdf8d43295c551ab81c779341f2660ddf94c41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ccb74f4d972890f57ccde1f2670db58b2abf260675f67b16c2520f43d4471a4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-31T17:50:27Z",
    "title_canon_sha256": "3580dc57ae314a4e27d5ededfea77b137df47abde616a66b7e5a4f62ad1b1047"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.21061",
    "kind": "arxiv",
    "version": 2
  }
}