Pith Number

pith:OFGYNOHP

pith:2019:OFGYNOHP65MGO2NXFEFJVHUZAX

not attested not anchored not stored refs pending

Model-based Deep Reinforcement Learning for Dynamic Portfolio Optimization

Ilya Kulyatin, Joon Sern Lee, Pengqian Yu, Sakyasingha Dasgupta, Zekun Shi

arxiv:1901.08740 v1 · 2019-01-25 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{OFGYNOHP65MGO2NXFEFJVHUZAX}

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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

3 papers in Pith

Multi-Agent Deep Reinforcement Learning for Liquidation Strategy Analysis

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation

SBCA: Cross-Modal BERT-driven Actor-Critic for Multi-Asset Portfolio Optimization

Receipt and verification

First computed	2026-05-17T23:55:33.247212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

714d86b8eff7586769b7290a9a9e9905f261d812578bdef01eada1854f891b08

Aliases

arxiv: 1901.08740 · arxiv_version: 1901.08740v1 · doi: 10.48550/arxiv.1901.08740 · pith_short_12: OFGYNOHP65MG · pith_short_16: OFGYNOHP65MGO2NX · pith_short_8: OFGYNOHP

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/OFGYNOHP65MGO2NXFEFJVHUZAX \
  | 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: 714d86b8eff7586769b7290a9a9e9905f261d812578bdef01eada1854f891b08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f72521bc5482cda7b9baf227912b59f5a87b7a5b5171a97d9cb1c1d9b7c6b522",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-25T04:55:02Z",
    "title_canon_sha256": "15c2ff075a32244abff1f0cd0bef7b1991f8a4fdf1881b84cccfb1070d2ab34d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08740",
    "kind": "arxiv",
    "version": 1
  }
}