Pith Number

pith:V3D7QBP6

pith:2022:V3D7QBP6K7P3ZECR5WTEGY6E4L

not attested not anchored not stored refs pending

Analyzing Micro-Founded General Equilibrium Models with Many Agents using Deep Reinforcement Learning

Alexander Trott, Michael Curry, Soham Phade, Stephan Zheng, Yu Bai

arxiv:2201.01163 v2 · 2022-01-03 · cs.GT · cs.AI · cs.LG · econ.GN · q-fin.EC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V3D7QBP6K7P3ZECR5WTEGY6E4L}

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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	2026-07-05T03:59:43.565474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aec7f805fe57dfbc9051eda64363c4e2fabb6e630172dabcafa8dd952c539806

Aliases

arxiv: 2201.01163 · arxiv_version: 2201.01163v2 · doi: 10.48550/arxiv.2201.01163 · pith_short_12: V3D7QBP6K7P3 · pith_short_16: V3D7QBP6K7P3ZECR · pith_short_8: V3D7QBP6

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/V3D7QBP6K7P3ZECR5WTEGY6E4L \
  | 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: aec7f805fe57dfbc9051eda64363c4e2fabb6e630172dabcafa8dd952c539806

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4be701ddfc1e7d15c820edc15bedc047296fe94ee4766206a235234a96672cee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2022-01-03T17:00:17Z",
    "title_canon_sha256": "8aca89a9177368a9b0433393ee1eb084c3ff0a5df9a634ce912fcb25ae7cc6a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.01163",
    "kind": "arxiv",
    "version": 2
  }
}