Pith Number

pith:OT62AZT6

pith:2023:OT62AZT6ZR7IPEXSIJAYG36AB7

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems

Anwar Walid, Ming Zhu, Sem Borst, Xiao-Yang Liu

arxiv:2302.03669 v4 · 2023-02-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OT62AZT6ZR7IPEXSIJAYG36AB7}

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	2026-07-05T10:59:45.461039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74fda0667ecc7e8792f24241836fc00fcf9089523e344dde6961838c40e467e1

Aliases

arxiv: 2302.03669 · arxiv_version: 2302.03669v4 · doi: 10.48550/arxiv.2302.03669 · pith_short_12: OT62AZT6ZR7I · pith_short_16: OT62AZT6ZR7IPEXS · pith_short_8: OT62AZT6

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/OT62AZT6ZR7IPEXSIJAYG36AB7 \
  | 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: 74fda0667ecc7e8792f24241836fc00fcf9089523e344dde6961838c40e467e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1fe1069af6e9c6558eb2def0988c507dbeca596207f3e91ddc521a81b0dffff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-04T02:49:12Z",
    "title_canon_sha256": "0eab6158f0793ad1d5c8b7171a0614f5f9a8630fdbfa626132d8333fc259adf5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03669",
    "kind": "arxiv",
    "version": 4
  }
}