Pith Number

pith:MAP7RY3C

pith:2021:MAP7RY3C3ITGYXJQSUV7CMAJGC

not attested not anchored not stored refs pending

Deep Reinforcement Learning in a Monetary Model

Andreas Joseph, Michael Kumhof, Mingli Chen, Xinlei Pan, Xuan Zhou

arxiv:2104.09368 v2 · 2021-04-19 · econ.EM · econ.GN · q-fin.EC · stat.ML

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\usepackage{pith}
\pithnumber{MAP7RY3C3ITGYXJQSUV7CMAJGC}

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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

Hierarchical Multiagent Reinforcement Learning for Multi-Group Tax Game

Receipt and verification

First computed	2026-07-05T05:30:41.528834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

601ff8e362da266c5d30952bf13009309251c6f69b0bf6146220052fca11034b

Aliases

arxiv: 2104.09368 · arxiv_version: 2104.09368v2 · doi: 10.48550/arxiv.2104.09368 · pith_short_12: MAP7RY3C3ITG · pith_short_16: MAP7RY3C3ITGYXJQ · pith_short_8: MAP7RY3C

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/MAP7RY3C3ITGYXJQSUV7CMAJGC \
  | 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: 601ff8e362da266c5d30952bf13009309251c6f69b0bf6146220052fca11034b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3048a978035519881a1fc668f971389e2401eaa00c8524ffc390edc28b94d3cc",
    "cross_cats_sorted": [
      "econ.GN",
      "q-fin.EC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2021-04-19T14:56:44Z",
    "title_canon_sha256": "b9d6723e74222c1438ab03c6ffbe4dea5e2c978dea26ba2450124dd75d3f4eab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.09368",
    "kind": "arxiv",
    "version": 2
  }
}