Pith. sign in
Pith Number

pith:PSPMTYQA

pith:2025:PSPMTYQALZHOBUU2VDBSN5IPML
not attested not anchored not stored refs pending

Optimizing Navigation And Chemical Application in Precision Agriculture With Deep Reinforcement Learning And Conditional Action Tree

Arti Singh, Asheesh Kumar Singh, Baskar Ganapathysubramanian, Hernan Torres, Joshua R Waite, Mahsa Khosravi, Sarah Jonesc, Soumik Sarkar, Zhanhong Jiang

arxiv:2503.17985 v1 · 2025-03-23 · cs.RO · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PSPMTYQALZHOBUU2VDBSN5IPML}

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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 2026-07-05T10:38:45.896405Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7c9ec9e2005e4ee0d29aa8c326f50f62e8f3ff2e38fbd00a50d7dc7907462c8c

Aliases

arxiv: 2503.17985 · arxiv_version: 2503.17985v1 · doi: 10.48550/arxiv.2503.17985 · pith_short_12: PSPMTYQALZHO · pith_short_16: PSPMTYQALZHOBUU2 · pith_short_8: PSPMTYQA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PSPMTYQALZHOBUU2VDBSN5IPML \
  | 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: 7c9ec9e2005e4ee0d29aa8c326f50f62e8f3ff2e38fbd00a50d7dc7907462c8c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4cc5fbeab73667d0e164a0468886f330a2fafc9d393620f61a1a69f94193eb60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-03-23T08:38:13Z",
    "title_canon_sha256": "f7c0bfedcab39b527b5b98f7189bdf3d4d00ba47200d8f333f74abcd41f17a9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17985",
    "kind": "arxiv",
    "version": 1
  }
}