Pith Number

pith:DUTCWG7L

pith:2021:DUTCWG7L4VULOXCNZZ7XKANTJA

not attested not anchored not stored refs pending

Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification

Huazhe Xu, Ling Pan, Longbo Huang, Tengyu Ma

arxiv:2111.11188 v3 · 2021-11-22 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DUTCWG7L4VULOXCNZZ7XKANTJA}

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

Individual Control Barrier Functions-Guided Diffusion Model for Safe Offline Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:11:09.403920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d262b1bebe568b75c4dce7f7501b3481f1fe2d513c099c201fc218c5135d587

Aliases

arxiv: 2111.11188 · arxiv_version: 2111.11188v3 · doi: 10.48550/arxiv.2111.11188 · pith_short_12: DUTCWG7L4VUL · pith_short_16: DUTCWG7L4VULOXCN · pith_short_8: DUTCWG7L

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/DUTCWG7L4VULOXCNZZ7XKANTJA \
  | 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: 1d262b1bebe568b75c4dce7f7501b3481f1fe2d513c099c201fc218c5135d587

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd72c0ec13bf6a68f57b14c33389319e43d640829bd3074328ad9439703f4062",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-22T13:27:42Z",
    "title_canon_sha256": "789f23493e41bbc83bec7d5efc4e48afecc5c0133b0bc1a2024f7ec5acdb2f63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.11188",
    "kind": "arxiv",
    "version": 3
  }
}