Pith Number

pith:YCC3GCTJ

pith:2025:YCC3GCTJKTXKXTPG2UDZIYNHKB

not attested not anchored not stored refs pending

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning

Hilmy Baja, Ioannis N. Athanasiadis, Michiel Kallenberg

arxiv:2501.12823 v1 · 2025-01-22 · 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{YCC3GCTJKTXKXTPG2UDZIYNHKB}

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	2026-07-05T11:16:31.532751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c085b30a6954eeabcde6d5079461a75054c10006dbebaa4fc7e58a609d93b35b

Aliases

arxiv: 2501.12823 · arxiv_version: 2501.12823v1 · doi: 10.48550/arxiv.2501.12823 · pith_short_12: YCC3GCTJKTXK · pith_short_16: YCC3GCTJKTXKXTPG · pith_short_8: YCC3GCTJ

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/YCC3GCTJKTXKXTPG2UDZIYNHKB \
  | 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: c085b30a6954eeabcde6d5079461a75054c10006dbebaa4fc7e58a609d93b35b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e42c2da507d248ad3e583d670b8c0ef5d204ece643fd0d9553ab0986301a8d9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T12:03:53Z",
    "title_canon_sha256": "97f37ff3bc4791d4854aa0570ebc749a3d1e98ca276009e4400d765dc53d448e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12823",
    "kind": "arxiv",
    "version": 1
  }
}