Pith. sign in
Pith Number

pith:KYQSWYDJ

pith:2023:KYQSWYDJOH4OATGDDNCZROFJRL
not attested not anchored not stored refs pending

Discovering Causal Relations and Equations from Data

Andreas Gerhardus, Emiliano Diaz, Emili Balaguer-Ballester, Georg Martius, Gherardo Varando, Gustau Camps-Valls, Jakob Runge, Laure Zanna, Ricardo Vinuesa, Urmi Ninad

arxiv:2305.13341 v1 · 2023-05-21 · physics.data-an · cs.AI · cs.LG · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KYQSWYDJOH4OATGDDNCZROFJRL}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:12:51.776260Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

56212b606971f8e04cc31b4598b8a98ac161a39a348cde32104b63589460622f

Aliases

arxiv: 2305.13341 · arxiv_version: 2305.13341v1 · doi: 10.48550/arxiv.2305.13341 · pith_short_12: KYQSWYDJOH4O · pith_short_16: KYQSWYDJOH4OATGD · pith_short_8: KYQSWYDJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KYQSWYDJOH4OATGDDNCZROFJRL \
  | 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: 56212b606971f8e04cc31b4598b8a98ac161a39a348cde32104b63589460622f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "15d3d9ad5b04e91ab34d492f6fe8374ae7c71736985e2820302edf3b05992b3f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.data-an",
    "submitted_at": "2023-05-21T19:22:50Z",
    "title_canon_sha256": "2a629bd360a6a76aeea4c7cf8c1705ca035ddbea2691fc8790bbe1c052208650"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13341",
    "kind": "arxiv",
    "version": 1
  }
}