Pith Number

pith:JDTXOFBM

pith:2019:JDTXOFBM75L246K2M223SUEYNL

not attested not anchored not stored refs pending

Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor Failures

Carlos Lima Azevedo, Filipe Rodrigues

arxiv:1904.08353 v2 · 2019-04-17 · stat.ML · cs.LG · 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{JDTXOFBM75L246K2M223SUEYNL}

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	2026-05-17T23:40:03.572931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48e777142cff57ae795a66b5b950986ad68e5b7d4192b72ab0a481cc325c5677

Aliases

arxiv: 1904.08353 · arxiv_version: 1904.08353v2 · doi: 10.48550/arxiv.1904.08353 · pith_short_12: JDTXOFBM75L2 · pith_short_16: JDTXOFBM75L246K2 · pith_short_8: JDTXOFBM

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/JDTXOFBM75L246K2M223SUEYNL \
  | 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: 48e777142cff57ae795a66b5b950986ad68e5b7d4192b72ab0a481cc325c5677

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b00b62d69a16f8b70bcd3ac8999389d399705f0402527af06566655ff888a93a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-04-17T16:39:22Z",
    "title_canon_sha256": "319017a9214a5e9092b4799b379f20f2ec9004da3043d418972c0b8e70120b8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.08353",
    "kind": "arxiv",
    "version": 2
  }
}