Pith Number

pith:HW2ARSR7

pith:2025:HW2ARSR7VVUAFH6U7635DVQPOI

not attested not anchored not stored refs pending

Timing the Match: A Deep Reinforcement Learning Approach for Ride-Hailing and Ride-Pooling Services

Frans A. Oliehoek, Jie Gao, Jinke He, Oded Cats, Yiman Bao

arxiv:2503.13200 v1 · 2025-03-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HW2ARSR7VVUAFH6U7635DVQPOI}

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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

Minimax PAC Bounds for Learning in Exogenous Contextual MDPs

Receipt and verification

First computed	2026-07-05T10:32:55.841840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3db408ca3fad68029fd4ffb7d1d60f722500302131d5d4faed7537e75d9c013a

Aliases

arxiv: 2503.13200 · arxiv_version: 2503.13200v1 · doi: 10.48550/arxiv.2503.13200 · pith_short_12: HW2ARSR7VVUA · pith_short_16: HW2ARSR7VVUAFH6U · pith_short_8: HW2ARSR7

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/HW2ARSR7VVUAFH6U7635DVQPOI \
  | 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: 3db408ca3fad68029fd4ffb7d1d60f722500302131d5d4faed7537e75d9c013a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f057971350c3df5278e916a9e0736160b3ef40d49349702c44b735ae65c3ba0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-17T14:07:58Z",
    "title_canon_sha256": "ca1a5f7c0cebc50d393c32662b7bdeff04749a33cddf7d6a7073cf57a786e326"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13200",
    "kind": "arxiv",
    "version": 1
  }
}