Pith Number

pith:RSTV4BYB

pith:2022:RSTV4BYBSVXGCAG5HNQTFFTBE3

not attested not anchored not stored refs pending

A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control

(2) Department of Mechanical, Baher Abdulhai (1) ((1) Department of Civil Engineering, Industrial Engineering, Scott Sanner (2), University of Toronto, University of Toronto), Xiaoyu Wang (1)

arxiv:2211.14426 v1 · 2022-11-26 · 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{RSTV4BYBSVXGCAG5HNQTFFTBE3}

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

Green Wave as an Integral Part for the Optimization of Traffic Efficiency and Safety: A Survey

Receipt and verification

First computed	2026-07-05T05:19:39.460706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ca75e0701956e6100dd3b6132966126ee436d2e3528791c098cc55612f42ad7

Aliases

arxiv: 2211.14426 · arxiv_version: 2211.14426v1 · doi: 10.48550/arxiv.2211.14426 · pith_short_12: RSTV4BYBSVXG · pith_short_16: RSTV4BYBSVXGCAG5 · pith_short_8: RSTV4BYB

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/RSTV4BYBSVXGCAG5HNQTFFTBE3 \
  | 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: 8ca75e0701956e6100dd3b6132966126ee436d2e3528791c098cc55612f42ad7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e857420d01586cf3110de13e0cb2eb40313d5b80c3857e997c7dd253282009b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-11-26T01:18:39Z",
    "title_canon_sha256": "56413b393d63b862799175a89f3472a197a15cc73b30dd472c8a6a7b2bc7aea1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.14426",
    "kind": "arxiv",
    "version": 1
  }
}