Pith Number

pith:E3P4PPIQ

pith:2021:E3P4PPIQD5KDUJBB5YJ223F6LL

not attested not anchored not stored refs pending

Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts

Jian Shen, Ming Zhou, Weinan Zhang, Xihuai Wang

arxiv:2105.03363 v3 · 2021-05-07 · cs.LG · cs.AI · 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{E3P4PPIQD5KDUJBB5YJ223F6LL}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T04:05:58.425790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26dfc7bd101f543a2421ee13ad6cbe5afac8542477690bc1555ddf458d87eb4e

Aliases

arxiv: 2105.03363 · arxiv_version: 2105.03363v3 · doi: 10.48550/arxiv.2105.03363 · pith_short_12: E3P4PPIQD5KD · pith_short_16: E3P4PPIQD5KDUJBB · pith_short_8: E3P4PPIQ

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/E3P4PPIQD5KDUJBB5YJ223F6LL \
  | 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: 26dfc7bd101f543a2421ee13ad6cbe5afac8542477690bc1555ddf458d87eb4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed91dd56cbc3334fa29f7673152305587825ae65719ffe0aafd2ec60dd21e8b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-07T16:20:22Z",
    "title_canon_sha256": "6ce21e8e0ca46f9f1a3ffb822c81acceebb97c296d10bf40a57e73ec8a1d2188"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.03363",
    "kind": "arxiv",
    "version": 3
  }
}