Pith Number

pith:F3JA4A4W

pith:2019:F3JA4A4WBTOU6NKS2AOQDVHH5B

not attested not anchored not stored refs pending

A New Framework for Multi-Agent Reinforcement Learning -- Centralized Training and Exploration with Decentralized Execution via Policy Distillation

Gang Chen

arxiv:1910.09152 v1 · 2019-10-21 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F3JA4A4WBTOU6NKS2AOQDVHH5B}

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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

Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:13:23.015587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ed20e03960cdd4f3552d01d01d4e7e86b83253433e25003b0dc1268db041f27

Aliases

arxiv: 1910.09152 · arxiv_version: 1910.09152v1 · doi: 10.48550/arxiv.1910.09152 · pith_short_12: F3JA4A4WBTOU · pith_short_16: F3JA4A4WBTOU6NKS · pith_short_8: F3JA4A4W

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/F3JA4A4WBTOU6NKS2AOQDVHH5B \
  | 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: 2ed20e03960cdd4f3552d01d01d4e7e86b83253433e25003b0dc1268db041f27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7031626a1cdc6f0d8aadb80231beacae76a1875f22561ebd875d078a11887047",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-21T05:07:42Z",
    "title_canon_sha256": "04b413733ce2cf12b3132000e163babecd77d61f451e5a0117b7e5d7002328cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.09152",
    "kind": "arxiv",
    "version": 1
  }
}