Pith Number

pith:DYUI2ZU4

pith:2019:DYUI2ZU4M5NF4TLSIFBXULSNIN

not attested not anchored not stored refs pending

Integrating independent and centralized multi-agent reinforcement learning for traffic signal network optimization

Hongyuan Zha, Jiachen Yang, Zhi Zhang

arxiv:1909.10651 v1 · 2019-09-23 · cs.LG · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DYUI2ZU4M5NF4TLSIFBXULSNIN}

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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

Scaling up Energy-Aware Multi-Agent Reinforcement Learning for Mission-Oriented Drone Networks with Individual Reward

Receipt and verification

First computed	2026-07-05T00:24:41.473619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e288d669c675a5e4d7241437a2e4d43508c5a54efe87cd615bd77a2a7844ad8

Aliases

arxiv: 1909.10651 · arxiv_version: 1909.10651v1 · doi: 10.48550/arxiv.1909.10651 · pith_short_12: DYUI2ZU4M5NF · pith_short_16: DYUI2ZU4M5NF4TLS · pith_short_8: DYUI2ZU4

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/DYUI2ZU4M5NF4TLSIFBXULSNIN \
  | 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: 1e288d669c675a5e4d7241437a2e4d43508c5a54efe87cd615bd77a2a7844ad8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be52e02fc53c0e761561b9b0b875352ff27505a1c2750f3b01570938584a0c38",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-23T23:39:00Z",
    "title_canon_sha256": "813b3881e315f081a145775ea4209af174f032b3c4281e88c0792e432eaba5cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.10651",
    "kind": "arxiv",
    "version": 1
  }
}