Pith Number

pith:N3GHMLXB

pith:2020:N3GHMLXBKKBLPIFPC3FT2NZWLE

not attested not anchored not stored refs pending

Quantifying the Impact of Non-Stationarity in Reinforcement Learning-Based Traffic Signal Control

Ana L. C. Bazzan, Bruno C. da Silva, Lucas N. Alegre

arxiv:2004.04778 v1 · 2020-04-09 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N3GHMLXBKKBLPIFPC3FT2NZWLE}

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	2026-07-05T02:43:51.217699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ecc762ee15282b7a0af16cb3d37365909cadbc19bb47d0f0bad9bde552d2ef4

Aliases

arxiv: 2004.04778 · arxiv_version: 2004.04778v1 · doi: 10.48550/arxiv.2004.04778 · pith_short_12: N3GHMLXBKKBL · pith_short_16: N3GHMLXBKKBLPIFP · pith_short_8: N3GHMLXB

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/N3GHMLXBKKBLPIFPC3FT2NZWLE \
  | 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: 6ecc762ee15282b7a0af16cb3d37365909cadbc19bb47d0f0bad9bde552d2ef4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49120082aea474093c9e8a7cc509db1ce42aaa4498b1341c34668f4f967c9f35",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-04-09T19:20:43Z",
    "title_canon_sha256": "0dac18fa79599ddc45fa198dc57f1c145fdf778c09aa708209bd2056c73183ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.04778",
    "kind": "arxiv",
    "version": 1
  }
}