Pith Number

pith:K4UH7NQK

pith:2023:K4UH7NQKVVBQPWI75H7ZZYJZ3I

not attested not anchored not stored refs pending

HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control

Dimitris M. Vlachogiannis, Hua Wei, Jane Macfarlane, Scott Moura

arxiv:2304.03697 v1 · 2023-04-05 · cs.LG · cs.AI · cs.SY · eess.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{K4UH7NQKVVBQPWI75H7ZZYJZ3I}

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	2026-07-05T05:58:59.146794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57287fb60aad4307d91fe9ff9ce139da3acb1ca659b4665146fc9e8d0b2784b7

Aliases

arxiv: 2304.03697 · arxiv_version: 2304.03697v1 · doi: 10.48550/arxiv.2304.03697 · pith_short_12: K4UH7NQKVVBQ · pith_short_16: K4UH7NQKVVBQPWI7 · pith_short_8: K4UH7NQK

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/K4UH7NQKVVBQPWI75H7ZZYJZ3I \
  | 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: 57287fb60aad4307d91fe9ff9ce139da3acb1ca659b4665146fc9e8d0b2784b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6af4807e85e0bda899d926d0e35b61d30e6487068bfbee031f3cc115ed42850",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-05T17:42:30Z",
    "title_canon_sha256": "31936c58100c041a9d34ec5b888b7a40b26a4c5fa9c9326112a1c6a16c0ff10a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03697",
    "kind": "arxiv",
    "version": 1
  }
}