Pith Number

pith:NDQZ5MFT

pith:2023:NDQZ5MFT5S5VV4SEPN2KQMFMGL

not attested not anchored not stored refs pending

Reinforcement Learning with Model Predictive Control for Highway Ramp Metering

Azita Dabiri, Bart De Schutter, Filippo Airaldi

arxiv:2311.08820 v4 · 2023-11-15 · eess.SY · cs.AI · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NDQZ5MFT5S5VV4SEPN2KQMFMGL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Open-Source METANET Calibration for Reproducible Freeway Traffic Macroscopic Simulation

Receipt and verification

First computed	2026-07-05T10:08:13.046379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68e19eb0b3ecbb5af2447b74a830ac32d09835cba609b1a84c77e81923206d0e

Aliases

arxiv: 2311.08820 · arxiv_version: 2311.08820v4 · doi: 10.48550/arxiv.2311.08820 · pith_short_12: NDQZ5MFT5S5V · pith_short_16: NDQZ5MFT5S5VV4SE · pith_short_8: NDQZ5MFT

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/NDQZ5MFT5S5VV4SEPN2KQMFMGL \
  | 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: 68e19eb0b3ecbb5af2447b74a830ac32d09835cba609b1a84c77e81923206d0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58c05c5b0a26e25fd45d0ba7342b154ee6bb1036022a8302407a8f9c3ad37845",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-11-15T09:50:54Z",
    "title_canon_sha256": "6abbd17e9f89d063d9a5dc8b343e54935e841ba7984cbf5852f3b1b8832c7a79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08820",
    "kind": "arxiv",
    "version": 4
  }
}