Pith Number

pith:GTD7VV6P

pith:2023:GTD7VV6PP2D4ENQG7QXPACM3NY

not attested not anchored not stored refs pending

Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL?

Jie Song, Kaixuan Chen, Mingli Song, Shunyu Liu, Tongya Zheng, Yihe Zhou, Yunpeng Qing

arxiv:2305.17352 v2 · 2023-05-27 · cs.AI · cs.LG · 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{GTD7VV6PP2D4ENQG7QXPACM3NY}

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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	2026-07-05T11:02:08.725231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34c7fad7cf7e87c23606fc2ef0099b6e2cb7fd086087632fdd12679db4575fb2

Aliases

arxiv: 2305.17352 · arxiv_version: 2305.17352v2 · doi: 10.48550/arxiv.2305.17352 · pith_short_12: GTD7VV6PP2D4 · pith_short_16: GTD7VV6PP2D4ENQG · pith_short_8: GTD7VV6P

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/GTD7VV6PP2D4ENQG7QXPACM3NY \
  | 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: 34c7fad7cf7e87c23606fc2ef0099b6e2cb7fd086087632fdd12679db4575fb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29a8fc17cac88e2886f86aec5ffdd495802e15433e99850cc89ceae1ae479264",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-27T03:15:24Z",
    "title_canon_sha256": "c2b7893f52bbf07b8057d75b38ef558403cba27e6966db859a116334a09fd8ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17352",
    "kind": "arxiv",
    "version": 2
  }
}