Pith Number

pith:JZ7HL5XU

pith:2018:JZ7HL5XUATFYZ722WTQ74ULFIF

not attested not anchored not stored refs pending

Actor-Attention-Critic for Multi-Agent Reinforcement Learning

Fei Sha, Shariq Iqbal

arxiv:1810.02912 v2 · 2018-10-05 · cs.LG · cs.AI · cs.MA · 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{JZ7HL5XUATFYZ722WTQ74ULFIF}

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

LLM-Enhanced Multi-Agent Reinforcement Learning with Expert Workflow for Real-Time P2P Energy Trading

Receipt and verification

First computed	2026-05-17T23:44:58.884976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e7e75f6f404cb8cff5ab4e1fe5165415bc81550ac6568c34f6a8bb3606d2bea

Aliases

arxiv: 1810.02912 · arxiv_version: 1810.02912v2 · doi: 10.48550/arxiv.1810.02912 · pith_short_12: JZ7HL5XUATFY · pith_short_16: JZ7HL5XUATFYZ722 · pith_short_8: JZ7HL5XU

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/JZ7HL5XUATFYZ722WTQ74ULFIF \
  | 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: 4e7e75f6f404cb8cff5ab4e1fe5165415bc81550ac6568c34f6a8bb3606d2bea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c0e8409d348c6ded4b83fd193a5caf7e2a3cea06e22c4c4b6b4a41f314c510b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-05T23:45:14Z",
    "title_canon_sha256": "24dc353d56b4affc2f4b44d10f29f01f8ba5d3f9d3e037dbd14b706b7c12d627"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.02912",
    "kind": "arxiv",
    "version": 2
  }
}