Pith. sign in
Pith Number

pith:IRBSG2UT

pith:2022:IRBSG2UTFXZCQGI6LDY7YG66M2
not attested not anchored not stored refs pending

Causal Modeling of Soil Processes for Improved Generalization

Andy Neal, Eduardo Rodrigues, Emre Kiciman, John Crawford, Ranveer Chandra, Sara Malvar, Somya Sharma, Swati Sharma

arxiv:2211.05675 v1 · 2022-11-10 · cs.LG · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IRBSG2UTFXZCQGI6LDY7YG66M2}

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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 2026-07-05T05:15:06.746794Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4443236a932df228191e58f1fc1bde668780bafe719a80b709cc8c6d8ec7d63a

Aliases

arxiv: 2211.05675 · arxiv_version: 2211.05675v1 · doi: 10.48550/arxiv.2211.05675 · pith_short_12: IRBSG2UTFXZC · pith_short_16: IRBSG2UTFXZCQGI6 · pith_short_8: IRBSG2UT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IRBSG2UTFXZCQGI6LDY7YG66M2 \
  | 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: 4443236a932df228191e58f1fc1bde668780bafe719a80b709cc8c6d8ec7d63a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "993a9928e57fc0d4f10e51f328c4f04911a043ce70b9f8add6fb08f4e95ea54e",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-10T16:26:13Z",
    "title_canon_sha256": "5e101d0b3c515a21b9497ec64a9f99098e37f319406f7e89301dc2ce860567df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.05675",
    "kind": "arxiv",
    "version": 1
  }
}