Pith Number

pith:5PALFKOC

pith:2022:5PALFKOCKAS54WNKSTCCNPUR2D

not attested not anchored not stored refs pending

Evaluating Digital Agriculture Recommendations with Causal Inference

Alkiviadis Koukos, Charalampos Kontoes, Dimitra Loka, Georgios Giannarakis, Ilias Tsoumas, Ioannis Athanasiadis, Nikolaos Bartsotas, Vasileios Sitokonstantinou

arxiv:2211.16938 v1 · 2022-11-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5PALFKOCKAS54WNKSTCCNPUR2D}

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	2026-07-05T05:21:12.983029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebc0b2a9c25025de59aa94c426be91d0c4f7219049e67d8d3af36638bfd058c0

Aliases

arxiv: 2211.16938 · arxiv_version: 2211.16938v1 · doi: 10.48550/arxiv.2211.16938 · pith_short_12: 5PALFKOCKAS5 · pith_short_16: 5PALFKOCKAS54WNK · pith_short_8: 5PALFKOC

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/5PALFKOCKAS54WNKSTCCNPUR2D \
  | 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: ebc0b2a9c25025de59aa94c426be91d0c4f7219049e67d8d3af36638bfd058c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f75f98dc8894825b744724854097f5a4298b6593fe2c1f702a21e881836129a4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-30T12:20:08Z",
    "title_canon_sha256": "9bcd71172d77e63d27cb970bb9a47968e1ead53b7010e9dc4115ced70ece31cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16938",
    "kind": "arxiv",
    "version": 1
  }
}