Pith Number

pith:2JP4EJ2U

pith:2025:2JP4EJ2UJULLGYCVF4L4F5BNPM

not attested not anchored not stored refs pending

A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control

Anirudh Satheesh, Keenan Powell

arxiv:2503.23626 v1 · 2025-03-30 · cs.MA · 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{2JP4EJ2UJULLGYCVF4L4F5BNPM}

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

cMALC-D: Contextual Multi-Agent LLM-Guided Curriculum Learning with Diversity-Based Context Blending

Receipt and verification

First computed	2026-07-05T10:41:56.863113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d25fc227544d16b360552f17c2f42d7b1cb8bcf9e1341aba7c468f164f83c668

Aliases

arxiv: 2503.23626 · arxiv_version: 2503.23626v1 · doi: 10.48550/arxiv.2503.23626 · pith_short_12: 2JP4EJ2UJULL · pith_short_16: 2JP4EJ2UJULLGYCV · pith_short_8: 2JP4EJ2U

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/2JP4EJ2UJULLGYCVF4L4F5BNPM \
  | 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: d25fc227544d16b360552f17c2f42d7b1cb8bcf9e1341aba7c468f164f83c668

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c4b80fbd64fdf63ba9b6fc5a8d532d5789b51d448c60814f696880801412684",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-03-30T23:29:48Z",
    "title_canon_sha256": "9b39efd7cd86f0c92b24c0cc3d54e28deaa743f2c358a9317c8414ff5cfa0268"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23626",
    "kind": "arxiv",
    "version": 1
  }
}