Pith Number

pith:EZLQ7R57

pith:2025:EZLQ7R57DITQQKWN3SCV4HHR6G

not attested not anchored not stored refs pending

Machine Learning Surrogates for Optimizing Transportation Policies with Agent-Based Models

Elena Natterer, Klaus Bogenberger, Roman Engelhardt, Sebastian H\"orl

arxiv:2501.11057 v2 · 2025-01-19 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EZLQ7R57DITQQKWN3SCV4HHR6G}

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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

Machine Learning Predictions for Traffic Equilibria in Road Renovation Scheduling

Receipt and verification

First computed	2026-07-05T10:15:24.589572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26570fc7bf1a27082acddc855e1cf1f1b1764e4bce396f8dcce7c6633892a516

Aliases

arxiv: 2501.11057 · arxiv_version: 2501.11057v2 · doi: 10.48550/arxiv.2501.11057 · pith_short_12: EZLQ7R57DITQ · pith_short_16: EZLQ7R57DITQQKWN · pith_short_8: EZLQ7R57

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/EZLQ7R57DITQQKWN3SCV4HHR6G \
  | 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: 26570fc7bf1a27082acddc855e1cf1f1b1764e4bce396f8dcce7c6633892a516

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca174fee520a04f85f3a44d1b361408c649d11c4bc3338b88ccf5462a4b4e59c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-01-19T14:21:33Z",
    "title_canon_sha256": "fabd5a4159e11a3f84f8f63fa3ffb2f9757f1d733e65b665642c5ddaac6953fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11057",
    "kind": "arxiv",
    "version": 2
  }
}