Pith Number

pith:W4XSS5IG

pith:2018:W4XSS5IG3A5YYE6QH372RGY7LQ

not attested not anchored not stored refs pending

QMIX: 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:1803.11485 v2 · 2018-03-30 · cs.LG · 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{W4XSS5IG3A5YYE6QH372RGY7LQ}

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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

4 papers in Pith

Growing Action Spaces

Multiple Landmark Detection using Multi-Agent Reinforcement Learning

AdaFair-MARL: Enforcing Adaptive Fairness Constraints in Multi-Agent Reinforcement Learning

DelAC: A Multi-agent Reinforcement Learning of Team-Symmetric Stochastic Games

Receipt and verification

First computed	2026-05-18T00:14:06.142938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b72f297506d83b8c13d03effa89b1f5c26604e1acc33f1cb91f7eb5d5771a7e9

Aliases

arxiv: 1803.11485 · arxiv_version: 1803.11485v2 · doi: 10.48550/arxiv.1803.11485 · pith_short_12: W4XSS5IG3A5Y · pith_short_16: W4XSS5IG3A5YYE6Q · pith_short_8: W4XSS5IG

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/W4XSS5IG3A5YYE6QH372RGY7LQ \
  | 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: b72f297506d83b8c13d03effa89b1f5c26604e1acc33f1cb91f7eb5d5771a7e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa91bb62c75081d4a3636e5b253fb5be334bd57d3e6461768db0f002745f4aef",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-30T14:23:39Z",
    "title_canon_sha256": "b8966e267a018f4e59cafaff8614422d9e8aa88bbdd8f08bde3069ea0db27d1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.11485",
    "kind": "arxiv",
    "version": 2
  }
}