Pith Number

pith:PTPJDOQ6

pith:2024:PTPJDOQ6OGY5HZ5PQZOJ5X3FFG

not attested not anchored not stored refs pending

Bayesian Critique-Tune-Based Reinforcement Learning with Adaptive Pressure for Multi-Intersection Traffic Signal Control

Jinguo Xian, Jiwan He, Wenchang Duan, Zhenguo Gao

arxiv:2412.16225 v2 · 2024-12-18 · eess.SY · cs.AI · cs.LG · cs.MA · 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{PTPJDOQ6OGY5HZ5PQZOJ5X3FFG}

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	2026-07-05T09:54:07.139693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cde91ba1e71b1d3e7af865c9edf65298d5d748c30cb39011817870caf867ce6

Aliases

arxiv: 2412.16225 · arxiv_version: 2412.16225v2 · doi: 10.48550/arxiv.2412.16225 · pith_short_12: PTPJDOQ6OGY5 · pith_short_16: PTPJDOQ6OGY5HZ5P · pith_short_8: PTPJDOQ6

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/PTPJDOQ6OGY5HZ5PQZOJ5X3FFG \
  | 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: 7cde91ba1e71b1d3e7af865c9edf65298d5d748c30cb39011817870caf867ce6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68b5fce010cd319aa5e52657a5aa38b397dcbcdcfa63f6ab69f720820512d0ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-12-18T14:33:25Z",
    "title_canon_sha256": "0f186e19d016c84978c270e31271d98124d1d7b037c40fa07a05243745879785"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16225",
    "kind": "arxiv",
    "version": 2
  }
}