Pith Number

pith:JKC7EFX5

pith:2014:JKC7EFX5GJUGWF5VCWNY4K3EGU

not attested not anchored not stored refs pending

Decentralised Multi-Agent Reinforcement Learning for Dynamic and Uncertain Environments

Adam Taylor, Andrei Marinescu, Ivana Dusparic, Siobh\'an Clarke, Vinny Cahill

arxiv:1409.4561 v1 · 2014-09-16 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKC7EFX5GJUGWF5VCWNY4K3EGU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-05-18T02:42:45.312430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a85f216fd32686b17b5159b8e2b64350890423893efba7535618df06bdfd43a

Aliases

arxiv: 1409.4561 · arxiv_version: 1409.4561v1 · doi: 10.48550/arxiv.1409.4561 · pith_short_12: JKC7EFX5GJUG · pith_short_16: JKC7EFX5GJUGWF5V · pith_short_8: JKC7EFX5

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/JKC7EFX5GJUGWF5VCWNY4K3EGU \
  | 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: 4a85f216fd32686b17b5159b8e2b64350890423893efba7535618df06bdfd43a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "770feadf6dfca24935c04654fc6d757d595515584b6b64752930711d378d6a35",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2014-09-16T10:07:52Z",
    "title_canon_sha256": "d05d9a7239a31cfbd9fe99e2ee4a5d2cec291378ad032344bb5bb2aab5aae254"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1409.4561",
    "kind": "arxiv",
    "version": 1
  }
}