Pith. sign in
Pith Number

pith:GAZDIJQ7

pith:2025:GAZDIJQ765YVSFX4AINPALYBSZ
not attested not anchored not stored refs pending

Improving Q-Learning for Real-World Control: A Case Study in Series Hybrid Agricultural Tractors

Hend Abououf, Qadeer Ahmed, Sidra Ghayour Bhatti

arxiv:2508.03647 v1 · 2025-08-05 · eess.SY · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GAZDIJQ765YVSFX4AINPALYBSZ}

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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 2026-07-05T11:49:00.512298Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

303234261ff7715916fc021af02f019655638e23442b924bd37f0b3021d6ad0e

Aliases

arxiv: 2508.03647 · arxiv_version: 2508.03647v1 · doi: 10.48550/arxiv.2508.03647 · pith_short_12: GAZDIJQ765YV · pith_short_16: GAZDIJQ765YVSFX4 · pith_short_8: GAZDIJQ7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GAZDIJQ765YVSFX4AINPALYBSZ \
  | 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: 303234261ff7715916fc021af02f019655638e23442b924bd37f0b3021d6ad0e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "942837c8edab2debe9a395ff22d31892f1af7c596ac6bb74857012df0f1b805c",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-08-05T16:57:16Z",
    "title_canon_sha256": "77eed7e74d9c99f0d507d0b1698690c93df1017578f461666eab413439789989"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03647",
    "kind": "arxiv",
    "version": 1
  }
}