Pith Number

pith:A67FZDI7

pith:2025:A67FZDI7OWUQDTEUJKEES5NB75

not attested not anchored not stored refs pending

Transformers are Graph Neural Networks

Chaitanya K. Joshi

arxiv:2506.22084 v1 · 2025-06-27 · 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{A67FZDI7OWUQDTEUJKEES5NB75}

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

3 papers in Pith

Signed Dual Attention: Capturing Signed Dependencies in Time Series Forecasting

Transformers Can Learn Connectivity in Some Graphs but Not Others

Beyond Individual Mimicry: Constructing Human-Like Social network with Graph-Augmented LLM Agents

Receipt and verification

First computed	2026-07-05T11:28:21.759337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07be5c8d1f75a901cc944a884975a1ff7a5d7e18dea4e2e544a5b5a665116e66

Aliases

arxiv: 2506.22084 · arxiv_version: 2506.22084v1 · doi: 10.48550/arxiv.2506.22084 · pith_short_12: A67FZDI7OWUQ · pith_short_16: A67FZDI7OWUQDTEU · pith_short_8: A67FZDI7

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/A67FZDI7OWUQDTEUJKEES5NB75 \
  | 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: 07be5c8d1f75a901cc944a884975a1ff7a5d7e18dea4e2e544a5b5a665116e66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0186146449548b5973f9506a80f285c0f452a53746522fe0ebdfb0b83f4e389b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-27T10:15:33Z",
    "title_canon_sha256": "5171957ca685bb8e6a67448e5c26f8328cab9315d4909937be2b823259b26b51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22084",
    "kind": "arxiv",
    "version": 1
  }
}