Pith Number

pith:NOR2V46H

pith:2023:NOR2V46H2KIDECERUTKOXSRDLQ

not attested not anchored not stored refs pending

Causal Inference on Investment Constraints and Non-stationarity in Dynamic Portfolio Optimization through Reinforcement Learning

Tomochika Sawaki, Yasuhiro Nakayama

arxiv:2311.04946 v1 · 2023-11-08 · q-fin.PM · cs.AI

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\usepackage{pith}
\pithnumber{NOR2V46H2KIDECERUTKOXSRDLQ}

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Record completeness

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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

Causal PDE-Control Models for Dynamic Portfolio Optimization with Latent Drivers

Receipt and verification

First computed	2026-07-05T07:10:52.324458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ba3aaf3c7d290320891a4d4ebca235c0142869e22f815affb743c5280d95548

Aliases

arxiv: 2311.04946 · arxiv_version: 2311.04946v1 · doi: 10.48550/arxiv.2311.04946 · pith_short_12: NOR2V46H2KID · pith_short_16: NOR2V46H2KIDECER · pith_short_8: NOR2V46H

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/NOR2V46H2KIDECERUTKOXSRDLQ \
  | 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: 6ba3aaf3c7d290320891a4d4ebca235c0142869e22f815affb743c5280d95548

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d13632c61b931a2e98c3b077b2ec0d83535878242998ceefb71b3718822a46c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.PM",
    "submitted_at": "2023-11-08T07:55:51Z",
    "title_canon_sha256": "5b939f42af425f9e47a9243bb960dcb90c4e0acf53cbee719694642ce1831fee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04946",
    "kind": "arxiv",
    "version": 1
  }
}