Pith Number

pith:3AJO6SJ5

pith:2024:3AJO6SJ57G327UQCYDUK4LU4UR

not attested not anchored not stored refs pending

Transformers with Sparse Attention for Granger Causality

Chandrashekar Lakshminarayanan, Rahul Vashisht, Riya Mahesh

arxiv:2411.13264 v1 · 2024-11-20 · 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{3AJO6SJ57G327UQCYDUK4LU4UR}

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	2026-07-05T09:38:07.669326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d812ef493df9b7afd202c0e8ae2e9ca46d784d6a087d034c040b64350c7ed720

Aliases

arxiv: 2411.13264 · arxiv_version: 2411.13264v1 · doi: 10.48550/arxiv.2411.13264 · pith_short_12: 3AJO6SJ57G32 · pith_short_16: 3AJO6SJ57G327UQC · pith_short_8: 3AJO6SJ5

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/3AJO6SJ57G327UQCYDUK4LU4UR \
  | 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: d812ef493df9b7afd202c0e8ae2e9ca46d784d6a087d034c040b64350c7ed720

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d659cc76d0ab35aab47cf7f05bc35f8de40790c065427e8d1f85001e841706af",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-20T12:34:06Z",
    "title_canon_sha256": "324d86e717cbdfddd1813cce0bbf952040f061a338b8629ee4780214077bbed5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13264",
    "kind": "arxiv",
    "version": 1
  }
}