Pith Number

pith:ZP5T3QMI

pith:2018:ZP5T3QMITY7DXPQAX2ZUFY2BNA

not attested not anchored not stored refs pending

Multi-agent Deep Reinforcement Learning with Extremely Noisy Observations

Giovanni Montana, Ozsel Kilinc

arxiv:1812.00922 v1 · 2018-12-03 · 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{ZP5T3QMITY7DXPQAX2ZUFY2BNA}

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	2026-05-17T23:59:18.590763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbfb3dc1889e3e3bbe00beb342e341680684290cc100a2097828097844110c1a

Aliases

arxiv: 1812.00922 · arxiv_version: 1812.00922v1 · doi: 10.48550/arxiv.1812.00922 · pith_short_12: ZP5T3QMITY7D · pith_short_16: ZP5T3QMITY7DXPQA · pith_short_8: ZP5T3QMI

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/ZP5T3QMITY7DXPQAX2ZUFY2BNA \
  | 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: cbfb3dc1889e3e3bbe00beb342e341680684290cc100a2097828097844110c1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89b6dfa31f942aea901d470e0910c7ff72a415ef44428114c3a0e7dccf1790f2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-03T17:27:41Z",
    "title_canon_sha256": "e2457b2895ac2c79406d93eff9ff458480d543a16a89067e0ed68777cd465d82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00922",
    "kind": "arxiv",
    "version": 1
  }
}