Pith Number

pith:VNIXBVTF

pith:2024:VNIXBVTFLSP4ZN6F3JFQT2U7KJ

not attested not anchored not stored refs pending

Comparative Analysis of Multi-Agent Reinforcement Learning Policies for Crop Planning Decision Support

Anubha Mahajan, Aviva Prins, Daniel Wu, Ethan Shay, Shreya Hegde

arxiv:2412.02057 v2 · 2024-12-03 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VNIXBVTFLSP4ZN6F3JFQT2U7KJ}

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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	2026-07-05T10:18:45.946753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab5170d6655c9fccb7c5da4b09ea9f526075064499a5b956afd6bb73b8d39e6d

Aliases

arxiv: 2412.02057 · arxiv_version: 2412.02057v2 · doi: 10.48550/arxiv.2412.02057 · pith_short_12: VNIXBVTFLSP4 · pith_short_16: VNIXBVTFLSP4ZN6F · pith_short_8: VNIXBVTF

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/VNIXBVTFLSP4ZN6F3JFQT2U7KJ \
  | 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: ab5170d6655c9fccb7c5da4b09ea9f526075064499a5b956afd6bb73b8d39e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b243b3cfa126fa1b564679baba76815f3b023001111cf41d2a3f31abe72525c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-03T00:30:19Z",
    "title_canon_sha256": "137888de99226883f89d2dd4352e6c6faa71b6fb6a744d1e63d8fab83a7b07dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02057",
    "kind": "arxiv",
    "version": 2
  }
}