Pith Number

pith:KCBFEFQP

pith:2020:KCBFEFQPGD754NSMUBWIQUR3IP

not attested not anchored not stored refs pending

QTRAN++: Improved Value Transformation for Cooperative Multi-Agent Reinforcement Learning

Jinwoo Shin, Kyunghwan Son, Roben Delos Reyes, Sungsoo Ahn, Yung Yi

arxiv:2006.12010 v2 · 2020-06-22 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{KCBFEFQPGD754NSMUBWIQUR3IP}

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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

Multi-Agent Trust Region Policy Optimisation: A Joint Constraint Approach

Receipt and verification

First computed	2026-07-05T01:40:32.457998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

508252160f30ffde364ca06c88523b43f7cc28988e8709965194854346fe271d

Aliases

arxiv: 2006.12010 · arxiv_version: 2006.12010v2 · doi: 10.48550/arxiv.2006.12010 · pith_short_12: KCBFEFQPGD75 · pith_short_16: KCBFEFQPGD754NSM · pith_short_8: KCBFEFQP

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/KCBFEFQPGD754NSMUBWIQUR3IP \
  | 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: 508252160f30ffde364ca06c88523b43f7cc28988e8709965194854346fe271d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0328577a80bd2eac333f1bf94d4cce89a8ab9d48c29bb2d335acf1f338079a9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-22T05:08:36Z",
    "title_canon_sha256": "841e1447789e35cb52c57d1f3bcd2ee23894d9fa0bcd38838e0189676815f143"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.12010",
    "kind": "arxiv",
    "version": 2
  }
}