Pith Number

pith:HIBIX5WL

pith:2020:HIBIX5WLTADDWGTONSH7SVZRN4

not attested not anchored not stored refs pending

Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

Christian Schroeder de Witt, Gregory Farquhar, Jakob Foerster, Mikayel Samvelyan, Shimon Whiteson, Tabish Rashid

arxiv:2003.08839 v2 · 2020-03-19 · cs.LG · cs.MA · stat.ML

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\usepackage{pith}
\pithnumber{HIBIX5WLTADDWGTONSH7SVZRN4}

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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

Symmetries-enhanced Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:36:29.033912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a028bf6cb98063b1a6e6c8ff957316f367df0fb8545f377b6ea5c6131c8e3af

Aliases

arxiv: 2003.08839 · arxiv_version: 2003.08839v2 · doi: 10.48550/arxiv.2003.08839 · pith_short_12: HIBIX5WLTADD · pith_short_16: HIBIX5WLTADDWGTO · pith_short_8: HIBIX5WL

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/HIBIX5WLTADDWGTONSH7SVZRN4 \
  | 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: 3a028bf6cb98063b1a6e6c8ff957316f367df0fb8545f377b6ea5c6131c8e3af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2491ae125ab938223a14ee1884c83213688ad8b434b04b31c2b1f4a88a480a88",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-19T16:51:51Z",
    "title_canon_sha256": "5170e4d2ac398e8b824fc8fe1b566b24859006eef51139539df87e916a831170"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.08839",
    "kind": "arxiv",
    "version": 2
  }
}