Pith Number

pith:YKLGV6MF

pith:2026:YKLGV6MFS6XRM2VAMMOBRLAUII

not attested not anchored not stored refs pending

Spatio-Temporal Attention Graph Neural Network: Explaining Causalities With Attention

Joni Herttuainen, Kimmo K. Kaski, Kirsi Hellsten, Kosti Koistinen

arxiv:2603.10676 v2 · 2026-03-11 · cs.LG · cs.CE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKLGV6MFS6XRM2VAMMOBRLAUII}

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	2026-06-10T01:09:58.539459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2966af98597af166aa0631c18ac144236f1ec3b7ffcfe3957081b742c39997b

Aliases

arxiv: 2603.10676 · arxiv_version: 2603.10676v2 · doi: 10.48550/arxiv.2603.10676 · pith_short_12: YKLGV6MFS6XR · pith_short_16: YKLGV6MFS6XRM2VA · pith_short_8: YKLGV6MF

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/YKLGV6MFS6XRM2VAMMOBRLAUII \
  | 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: c2966af98597af166aa0631c18ac144236f1ec3b7ffcfe3957081b742c39997b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68135cf6efc4cf7ccaec6c274ec18cef55158741038892471103829a3bfa72ca",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-11T11:41:38Z",
    "title_canon_sha256": "c2cc52ae60adba7e22732130797b7bd9eda896a9f7b06b2c7b7aead0508ccebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.10676",
    "kind": "arxiv",
    "version": 2
  }
}