Pith Number

pith:JGOOKNN5

pith:2025:JGOOKNN52TGL35TXYKJG7VCY56

not attested not anchored not stored refs pending

SPOT: Spatio-Temporal Pattern Mining and Optimization for Load Consolidation in Freight Transportation Networks

Alan Erera, Amira Hijazi, Jeren Konak, Pascal Van Hentenryck, Sikai Cheng

arxiv:2504.09680 v1 · 2025-04-13 · cs.LG · cs.AI · math.OC

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\usepackage{pith}
\pithnumber{JGOOKNN52TGL35TXYKJG7VCY56}

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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.

Cited by

1 paper in Pith

Conformal Predictive Distributions for Order Fulfillment Time Forecasting

Receipt and verification

First computed	2026-07-05T10:48:41.186570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

499ce535bdd4ccbdf677c2926fd458efb36807c34dece059799fe4e5ef96f960

Aliases

arxiv: 2504.09680 · arxiv_version: 2504.09680v1 · doi: 10.48550/arxiv.2504.09680 · pith_short_12: JGOOKNN52TGL · pith_short_16: JGOOKNN52TGL35TX · pith_short_8: JGOOKNN5

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/JGOOKNN52TGL35TXYKJG7VCY56 \
  | 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: 499ce535bdd4ccbdf677c2926fd458efb36807c34dece059799fe4e5ef96f960

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f01d8f69d48b9ef2defed589c036812d5a15b3a69bb4f87715c0c4f59f8e595",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-13T18:14:38Z",
    "title_canon_sha256": "dbc7cc10a97853d70137900f79f2c5bec48bfe514e9883337a988bb7d9846bb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.09680",
    "kind": "arxiv",
    "version": 1
  }
}