Pith Number

pith:OSUN35YH

pith:2024:OSUN35YHUB76VX7UHSOO2FCWAE

not attested not anchored not stored refs pending

An Initial Introduction to Cooperative Multi-Agent Reinforcement Learning

Christopher Amato

arxiv:2405.06161 v5 · 2024-05-10 · 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{OSUN35YHUB76VX7UHSOO2FCWAE}

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

3 papers in Pith

Distilling Collaborative Dynamics into Latent Space for Implicit Coordination in Decentralized Multi-Agent Manipulation

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:06:20.833621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74a8ddf707a07feadff43c9ced14560128d7314135316aa03a9987b17e8c76f6

Aliases

arxiv: 2405.06161 · arxiv_version: 2405.06161v5 · doi: 10.48550/arxiv.2405.06161 · pith_short_12: OSUN35YHUB76 · pith_short_16: OSUN35YHUB76VX7U · pith_short_8: OSUN35YH

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/OSUN35YHUB76VX7UHSOO2FCWAE \
  | 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: 74a8ddf707a07feadff43c9ced14560128d7314135316aa03a9987b17e8c76f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b16a85411bfa8e1a7d428a3ec6f94781c6841a037813510dad03d60c7b1be3e5",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-10T00:50:08Z",
    "title_canon_sha256": "435f9d3bcb020d5f523e5561a60708f3818934d98e8058640e1aa8900fa043d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.06161",
    "kind": "arxiv",
    "version": 5
  }
}