Pith Number

pith:KKDGCOA3

pith:2024:KKDGCOA3SOCINRSROFWAM2MAU7

not attested not anchored not stored refs pending

An Introduction to Centralized Training for Decentralized Execution in Cooperative Multi-Agent Reinforcement Learning

Christopher Amato

arxiv:2409.03052 v1 · 2024-09-04 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKDGCOA3SOCINRSROFWAM2MAU7}

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

13 papers in Pith

Social-spatial dependencies for learning visual navigation

Embodied Human-Robot Interaction via Acoustics: A MARL Approach with AcoustoBots for Spatial Data Physicalization

Self-CTRL: Self-Consistency Training with Reinforcement Learning

Probabilistic Verification of Recurrent Neural Networks for Single and Multi-Agent Reinforcement Learning

SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks

Receipt and verification

First computed	2026-07-05T09:51:59.326920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

528661381b938486c651716c066980a7fa103c06b69196b0e947cef591eda454

Aliases

arxiv: 2409.03052 · arxiv_version: 2409.03052v1 · doi: 10.48550/arxiv.2409.03052 · pith_short_12: KKDGCOA3SOCI · pith_short_16: KKDGCOA3SOCINRSR · pith_short_8: KKDGCOA3

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/KKDGCOA3SOCINRSROFWAM2MAU7 \
  | 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: 528661381b938486c651716c066980a7fa103c06b69196b0e947cef591eda454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9f73e151df09fba9603396d1ac72882e21833d244e6f959e8fb8a4e27728b49",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-04T19:54:40Z",
    "title_canon_sha256": "fb940abca7c959eb823b377c49e980107adb6eff40145f692e3f94c59c1128f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03052",
    "kind": "arxiv",
    "version": 1
  }
}