Pith Number

pith:RKXHMCMD

pith:2018:RKXHMCMDON2ZNTDFMLKQANROA4

not attested not anchored not stored refs pending

Likelihood Quantile Networks for Coordinating Multi-Agent Reinforcement Learning

Christopher Amato, Xueguang Lyu

arxiv:1812.06319 v6 · 2018-12-15 · cs.LG · 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{RKXHMCMDON2ZNTDFMLKQANROA4}

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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

Optimistic {\epsilon}-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:10:10.787426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8aae760983737596cc6562d500362e073a745f16d7727939bfaf9d10dd3cbb0e

Aliases

arxiv: 1812.06319 · arxiv_version: 1812.06319v6 · doi: 10.48550/arxiv.1812.06319 · pith_short_12: RKXHMCMDON2Z · pith_short_16: RKXHMCMDON2ZNTDF · pith_short_8: RKXHMCMD

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/RKXHMCMDON2ZNTDFMLKQANROA4 \
  | 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: 8aae760983737596cc6562d500362e073a745f16d7727939bfaf9d10dd3cbb0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b3dc98ed38bdeb4e10a81be5c454cc76d91d9f5f53c375cd7197f6e0561e8e0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-15T16:31:19Z",
    "title_canon_sha256": "6d62a788df0eec91e342079e89b280c389708a5e2a95d3459fe62775dc70f1eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.06319",
    "kind": "arxiv",
    "version": 6
  }
}