Pith Number

pith:NWZIQWNC

pith:2024:NWZIQWNCP7YTPZA2G4MSELDVW4

not attested not anchored not stored refs pending

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control

Chao Deng, Hongqin Lyu, Sunbowen Lee, Yicheng Gong, Yingying Sun

arxiv:2412.15703 v3 · 2024-12-20 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NWZIQWNCP7YTPZA2G4MSELDVW4}

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.

Receipt and verification

First computed	2026-07-05T09:53:47.359186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6db28859a27ff137e41a3719222c75b71994929036ecc2362787afaf59ea1e00

Aliases

arxiv: 2412.15703 · arxiv_version: 2412.15703v3 · doi: 10.48550/arxiv.2412.15703 · pith_short_12: NWZIQWNCP7YT · pith_short_16: NWZIQWNCP7YTPZA2 · pith_short_8: NWZIQWNC

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/NWZIQWNCP7YTPZA2G4MSELDVW4 \
  | 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: 6db28859a27ff137e41a3719222c75b71994929036ecc2362787afaf59ea1e00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71506012a889471aa82e26da437709387d4fa621c333a22727ed478fed2f65dc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-20T09:26:41Z",
    "title_canon_sha256": "ba51dbda5a398d4367cd4bd1acb211e1be323660065a912fc92717563d3df47b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15703",
    "kind": "arxiv",
    "version": 3
  }
}