Pith Number

pith:XF73FTNH

pith:2023:XF73FTNHTOA6SHC3BOQZ5BKK7I

not attested not anchored not stored refs pending

MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization

Guru Venkataramani, Hanhan Zhou, Peng Wei, Tian Lan, Yongsheng Mei

arxiv:2302.10418 v2 · 2023-02-21 · 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{XF73FTNHTOA6SHC3BOQZ5BKK7I}

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

NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search

Receipt and verification

First computed	2026-07-05T05:46:38.614987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b97fb2cda79b81e91c5b0ba19e854afa20d7099c2ceeed9edfdcd14d0354c9e0

Aliases

arxiv: 2302.10418 · arxiv_version: 2302.10418v2 · doi: 10.48550/arxiv.2302.10418 · pith_short_12: XF73FTNHTOA6 · pith_short_16: XF73FTNHTOA6SHC3 · pith_short_8: XF73FTNH

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/XF73FTNHTOA6SHC3BOQZ5BKK7I \
  | 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: b97fb2cda79b81e91c5b0ba19e854afa20d7099c2ceeed9edfdcd14d0354c9e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c334ffac46469788e4b1f67cb7c95e339137dd1b8f2b77815695c97e5f9e6004",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-21T03:11:21Z",
    "title_canon_sha256": "3e0291df57f40c3aaccb5d8c239576e0ad3ba5188b7d8698bd093547b64cd788"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10418",
    "kind": "arxiv",
    "version": 2
  }
}