Pith Number

pith:ZSL37ZKJ

pith:2022:ZSL37ZKJOIABKJEVCRBAFPTEI2

not attested not anchored not stored refs pending

Optimizing Crop Management with Reinforcement Learning and Imitation Learning

Carla Ferreira, Jing Wu, Matthew T. Harrison, Naira Hovakimyan, Nicolas F. Martin, Pan Zhao, Ran Tao, Zahra Kalantari

arxiv:2209.09991 v2 · 2022-09-20 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZSL37ZKJOIABKJEVCRBAFPTEI2}

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	2026-07-05T05:45:33.215451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc97bfe5497200152495144202be6446810bffcd0ad76dd5a223db26986cb5c1

Aliases

arxiv: 2209.09991 · arxiv_version: 2209.09991v2 · doi: 10.48550/arxiv.2209.09991 · pith_short_12: ZSL37ZKJOIAB · pith_short_16: ZSL37ZKJOIABKJEV · pith_short_8: ZSL37ZKJ

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/ZSL37ZKJOIABKJEVCRBAFPTEI2 \
  | 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: cc97bfe5497200152495144202be6446810bffcd0ad76dd5a223db26986cb5c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25bb228fa5f0e4b1926380f18365d8281bb4db49e66773aab279910a729429a6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-09-20T20:48:52Z",
    "title_canon_sha256": "70ae87340b75c7822bc0ef959675cf797fa3492f6f01f7f11180286256c2d708"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.09991",
    "kind": "arxiv",
    "version": 2
  }
}