Pith Number

pith:TIKUHHW4

pith:2017:TIKUHHW4XE3532OMFUL3ZS6H2M

not attested not anchored not stored refs pending

Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning

Enda Howley, Michael Schukat, Seyed Sajad Mousavi

arxiv:1704.08883 v2 · 2017-04-28 · 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{TIKUHHW4XE3532OMFUL3ZS6H2M}

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.

Cited by

1 paper in Pith

An Open-Source Framework for Adaptive Traffic Signal Control

Receipt and verification

First computed	2026-05-18T00:43:34.977874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a15439edcb937dde9cc2d17bccbc7d32d7b233f55c0e519d2809a9094263202

Aliases

arxiv: 1704.08883 · arxiv_version: 1704.08883v2 · doi: 10.48550/arxiv.1704.08883 · pith_short_12: TIKUHHW4XE35 · pith_short_16: TIKUHHW4XE3532OM · pith_short_8: TIKUHHW4

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/TIKUHHW4XE3532OMFUL3ZS6H2M \
  | 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: 9a15439edcb937dde9cc2d17bccbc7d32d7b233f55c0e519d2809a9094263202

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "721da4eac32a65d4c6e0738a4f37f063e4085dbccf8804be263ef118d4a4d445",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-04-28T11:44:42Z",
    "title_canon_sha256": "98625a526568dcdfb492222aef76ce3e843fa67aabe6039a4de5b49d9aea7e4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.08883",
    "kind": "arxiv",
    "version": 2
  }
}