Pith Number

pith:R6LICOI7

pith:2023:R6LICOI77ZF3EJQPBNDLZJ47YB

not attested not anchored not stored refs pending

A Survey of Progress on Cooperative Multi-agent Reinforcement Learning in Open Environment

Cong Guan, Lei Yuan, Lihe Li, Yang Yu, Ziqian Zhang

arxiv:2312.01058 v1 · 2023-12-02 · 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{R6LICOI77ZF3EJQPBNDLZJ47YB}

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

9 papers in Pith

Offline Multi-agent Continual Cooperation via Skill Partition and Reuse

Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

Autonomous Aerial Manipulation via Contextual Contrastive Meta Reinforcement Learning

Continual Quadruped Robots Coordination via Semantic Skill Discovery

Cooperative Long Rope Skipping via Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:19:28.491019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f9681391ffe4bb2260f0b46bca79fc073a9cdf90916521fd8c6164f5bfb7c32

Aliases

arxiv: 2312.01058 · arxiv_version: 2312.01058v1 · doi: 10.48550/arxiv.2312.01058 · pith_short_12: R6LICOI77ZF3 · pith_short_16: R6LICOI77ZF3EJQP · pith_short_8: R6LICOI7

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/R6LICOI77ZF3EJQPBNDLZJ47YB \
  | 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: 8f9681391ffe4bb2260f0b46bca79fc073a9cdf90916521fd8c6164f5bfb7c32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5105b13058dc99d0d4df023dbcd060e9cb5545896f035479a1681bb3ba0555ec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-12-02T08:04:31Z",
    "title_canon_sha256": "9bbfc42af5fe7e59214889148a4b5cfc52949400ef2c05849af9d70dedf40712"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01058",
    "kind": "arxiv",
    "version": 1
  }
}