Pith Number

pith:AED5FL2G

pith:2025:AED5FL2G3QBCXMBALXVCIXJYOC

not attested not anchored not stored refs pending

Federated Granger Causality Learning for Interdependent Clients with State Space Representation

Ayush Mohanty, Nagi Gebraeel, Nazal Mohamed, Paritosh Ramanan

arxiv:2501.13890 v4 · 2025-01-23 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AED5FL2G3QBCXMBALXVCIXJYOC}

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	2026-07-05T11:11:39.963194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0107d2af46dc022bb0205dea245d3870bcdcbec8df89d579e8e37c0bbed915a5

Aliases

arxiv: 2501.13890 · arxiv_version: 2501.13890v4 · doi: 10.48550/arxiv.2501.13890 · pith_short_12: AED5FL2G3QBC · pith_short_16: AED5FL2G3QBCXMBA · pith_short_8: AED5FL2G

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/AED5FL2G3QBCXMBALXVCIXJYOC \
  | 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: 0107d2af46dc022bb0205dea245d3870bcdcbec8df89d579e8e37c0bbed915a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30ef6edf84acce03ccd499469081d364f8fcfb2528d9e99e5aa9e75c3f87e1ed",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T18:04:21Z",
    "title_canon_sha256": "e4d70d7daa994d3a034c230cee2c2ef8b46215684b304d68ba5df861eed06270"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13890",
    "kind": "arxiv",
    "version": 4
  }
}