Pith Number

pith:SGLARGUX

pith:2024:SGLARGUX73PK3NP72OUJDRDYAM

not attested not anchored not stored refs pending

Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning

Hao-Lun Hsu, Miroslav Pajic, Pan Xu, Weixin Wang

arxiv:2404.10728 v2 · 2024-04-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGLARGUX73PK3NP72OUJDRDYAM}

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

A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming

Receipt and verification

First computed	2026-07-05T10:22:45.357287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9196089a97fedeadb5ffd3a891c478030938bdf05d8b91a56d2cf1b0d085f1fa

Aliases

arxiv: 2404.10728 · arxiv_version: 2404.10728v2 · doi: 10.48550/arxiv.2404.10728 · pith_short_12: SGLARGUX73PK · pith_short_16: SGLARGUX73PK3NP7 · pith_short_8: SGLARGUX

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/SGLARGUX73PK3NP72OUJDRDYAM \
  | 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: 9196089a97fedeadb5ffd3a891c478030938bdf05d8b91a56d2cf1b0d085f1fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c830aec143671596f1deaf4f3c5cae678bfdf0bc1352bcebf10c72473daf77eb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-16T17:01:38Z",
    "title_canon_sha256": "1a959a61e04e22d410d482107f7cbbc6fcf8239ec6a87e69beced929b368c3ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10728",
    "kind": "arxiv",
    "version": 2
  }
}