Pith Number

pith:QU6MU4GP

pith:2019:QU6MU4GPXOVMINZVKI3TXQ3BX6

not attested not anchored not stored refs pending

Online Predictive Optimization Framework for Stochastic Demand-Responsive Transit Services

Francisco C. Pereira, Inon Peled, Justin Dauwels, Kelvin Lee, Yu Jiang

arxiv:1902.09745 v2 · 2019-02-26 · stat.ML · cs.LG · math.OC · stat.AP

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\usepackage{pith}
\pithnumber{QU6MU4GPXOVMINZVKI3TXQ3BX6}

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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

Predict-then-Optimize Framework for Public Transport Line Redesign under Fluctuating Traffic Conditions

Receipt and verification

First computed	2026-07-05T00:43:00.008675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

853cca70cfbbaac4373552373bc361bfbc212608d512a1e26046c7526509c9f9

Aliases

arxiv: 1902.09745 · arxiv_version: 1902.09745v2 · doi: 10.48550/arxiv.1902.09745 · pith_short_12: QU6MU4GPXOVM · pith_short_16: QU6MU4GPXOVMINZV · pith_short_8: QU6MU4GP

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/QU6MU4GPXOVMINZVKI3TXQ3BX6 \
  | 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: 853cca70cfbbaac4373552373bc361bfbc212608d512a1e26046c7526509c9f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5a730d9b39cd88f0615814829397121e510c47e15cdd2839d62591a7790cbd4",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-02-26T05:56:05Z",
    "title_canon_sha256": "111fc471894a8c899e9c42a4c2a6eb1319d0b076fcdee63a976bc02bbb84b427"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.09745",
    "kind": "arxiv",
    "version": 2
  }
}