Pith Number

pith:BHSUZNVP

pith:2018:BHSUZNVPDRZPRW5PRBNEASWHK5

not attested not anchored not stored refs pending

A Survey and Critique of Multiagent Deep Reinforcement Learning

Bilal Kartal, Matthew E. Taylor, Pablo Hernandez-Leal

arxiv:1810.05587 v3 · 2018-10-12 · cs.MA · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BHSUZNVPDRZPRW5PRBNEASWHK5}

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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

2 papers in Pith

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

On Multi-Agent Learning in Team Sports Games

Receipt and verification

First computed	2026-07-05T00:13:00.567367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09e54cb6af1c72f8dbaf885a404ac7575df3aace0e9841f983da0595f5470edf

Aliases

arxiv: 1810.05587 · arxiv_version: 1810.05587v3 · doi: 10.48550/arxiv.1810.05587 · pith_short_12: BHSUZNVPDRZP · pith_short_16: BHSUZNVPDRZPRW5P · pith_short_8: BHSUZNVP

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/BHSUZNVPDRZPRW5PRBNEASWHK5 \
  | 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: 09e54cb6af1c72f8dbaf885a404ac7575df3aace0e9841f983da0595f5470edf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88c921562ba923054af6e1c16a5b09c1bb25faeb3317cfc73ed364b19ec37bc7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2018-10-12T15:54:05Z",
    "title_canon_sha256": "1526114f8db8a5073d43f1283e4c3c797d1daa12c6b7054f0406a8a8eebda51e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.05587",
    "kind": "arxiv",
    "version": 3
  }
}