Pith Number

pith:E7R5UQTA

pith:2022:E7R5UQTAMQVZUEDJF7VTGVXQVT

not attested not anchored not stored refs pending

The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality

Fei Fang, Norman Sadeh, Rex Chen

arxiv:2206.11996 v3 · 2022-06-23 · cs.AI · cs.LG · cs.SY · eess.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{E7R5UQTAMQVZUEDJF7VTGVXQVT}

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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

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

Receipt and verification

First computed	2026-07-05T05:03:02.632925Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27e3da4260642b9a10692feb3356f0acd69bd15269c2200a1327ac9b7333900b

Aliases

arxiv: 2206.11996 · arxiv_version: 2206.11996v3 · doi: 10.48550/arxiv.2206.11996 · pith_short_12: E7R5UQTAMQVZ · pith_short_16: E7R5UQTAMQVZUEDJ · pith_short_8: E7R5UQTA

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/E7R5UQTAMQVZUEDJF7VTGVXQVT \
  | 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: 27e3da4260642b9a10692feb3356f0acd69bd15269c2200a1327ac9b7333900b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac6686159392d8f6fe1a71b12bfc8bee887968b06148ba380758430ccec4419c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-06-23T22:05:38Z",
    "title_canon_sha256": "72e291becac7cedf2a0ed9fbc19843a01a277a7411c856c0f2c0b850625b82d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11996",
    "kind": "arxiv",
    "version": 3
  }
}