Pith Number

pith:JZ5ONMED

pith:2021:JZ5ONMED3FUYNEYKV4TB32BNJE

not attested not anchored not stored refs pending

Offline Decentralized Multi-Agent Reinforcement Learning

Jiechuan Jiang, Zongqing Lu

arxiv:2108.01832 v2 · 2021-08-04 · 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{JZ5ONMED3FUYNEYKV4TB32BNJE}

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

2 papers in Pith

Controllable Sim Agents with Behavior Latents

CODA: Coordination via On-Policy Diffusion for Multi-Agent Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:35:42.212256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e7ae6b083d96986930aaf261de82d4922527c0d382b305a806a6fbb575b0844

Aliases

arxiv: 2108.01832 · arxiv_version: 2108.01832v2 · doi: 10.48550/arxiv.2108.01832 · pith_short_12: JZ5ONMED3FUY · pith_short_16: JZ5ONMED3FUYNEYK · pith_short_8: JZ5ONMED

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/JZ5ONMED3FUYNEYKV4TB32BNJE \
  | 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: 4e7ae6b083d96986930aaf261de82d4922527c0d382b305a806a6fbb575b0844

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c942a37202f47e4d4d2f08931be63767981d1ef766c24fa770e51f5ea64ff7f6",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-04T03:53:33Z",
    "title_canon_sha256": "2f352491787acff2d7cdc954325aac707e44bb71712613659ca330bcb4ebe015"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.01832",
    "kind": "arxiv",
    "version": 2
  }
}