Pith Number

pith:UETDQN23

pith:2025:UETDQN23ZN6TOUTYHPDGMVRHOA

not attested not anchored not stored refs pending

Non-Linear Model-Based Sequential Decision-Making in Agriculture

Sakshi Arya, Wentao Lin

arxiv:2509.01924 v4 · 2025-09-02 · stat.ML · cs.LG · stat.AP · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UETDQN23ZN6TOUTYHPDGMVRHOA}

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	2026-06-29T01:15:03.159069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a12638375bcb7d3752783bc6665627700268234e27d29a6fadebf02635ae932f

Aliases

arxiv: 2509.01924 · arxiv_version: 2509.01924v4 · doi: 10.48550/arxiv.2509.01924 · pith_short_12: UETDQN23ZN6T · pith_short_16: UETDQN23ZN6TOUTY · pith_short_8: UETDQN23

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/UETDQN23ZN6TOUTYHPDGMVRHOA \
  | 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: a12638375bcb7d3752783bc6665627700268234e27d29a6fadebf02635ae932f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3e185c0ab92c17a9c602aa92f341fbe6707e9d09660ce31bc9981d7821064ab",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-09-02T03:41:48Z",
    "title_canon_sha256": "fb24023361773d28e27b16e1de73e656f4f4f2634243ed28a132e36bb160085a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01924",
    "kind": "arxiv",
    "version": 4
  }
}