Pith Number

pith:35GT5MAM

pith:2020:35GT5MAMZTBYXJFVXLNGOQHUKA

not attested not anchored not stored refs pending

Qatten: A General Framework for Cooperative Multiagent Reinforcement Learning

Ben Liao, Guangyong Chen, Hongyao Tang, Jianye Hao, Kun Shao, Wulong Liu, Yaodong Yang

arxiv:2002.03939 v2 · 2020-02-10 · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{35GT5MAMZTBYXJFVXLNGOQHUKA}

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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

3 papers in Pith

Stagnant Neuron: Towards Understanding the Plasticity Loss in Multi-Agent Reinforcement Learning Value Factorization Methods

Phi-Actor-Critic: Steering General-Sum Games to Pareto-Efficient Correlated Equilibria

Randomness is sometimes necessary for coordination

Receipt and verification

First computed	2026-07-05T01:09:03.541772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df4d3eb00cccc38ba4b5bada6740f4503dde2313c15e55a641483d592c204535

Aliases

arxiv: 2002.03939 · arxiv_version: 2002.03939v2 · doi: 10.48550/arxiv.2002.03939 · pith_short_12: 35GT5MAMZTBY · pith_short_16: 35GT5MAMZTBYXJFV · pith_short_8: 35GT5MAM

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/35GT5MAMZTBYXJFVXLNGOQHUKA \
  | 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: df4d3eb00cccc38ba4b5bada6740f4503dde2313c15e55a641483d592c204535

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f5e244d6e4b7ca19399cd4521f70adeedb81f732a1f39a239019ac035fbd451",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-02-10T16:48:03Z",
    "title_canon_sha256": "3438b3b1d54ced178c74071fbb2fbad497d3c71c48755202fb4859cb2435dabd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03939",
    "kind": "arxiv",
    "version": 2
  }
}