Pith Number

pith:UUSWENU4

pith:2022:UUSWENU4JMBCSIGONYYSQXANOQ

not attested not anchored not stored refs pending

A Novel Experts Advice Aggregation Framework Using Deep Reinforcement Learning for Portfolio Management

Hamed Taherkhani, Jafar Habibi, Mahdi Lashkari, MohammadAmin Fazli

arxiv:2212.14477 v1 · 2022-12-29 · q-fin.CP · cs.LG · q-fin.PM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UUSWENU4JMBCSIGONYYSQXANOQ}

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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

1 paper in Pith

Quantum-Enhanced Reinforcement Learning with LSTM Forecasting Signals for Optimizing Fintech Trading Decisions

Receipt and verification

First computed	2026-07-05T05:29:10.625192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a52562369c4b022920ce6e31285c0d74012ae297694fe51c542b56565d0887ae

Aliases

arxiv: 2212.14477 · arxiv_version: 2212.14477v1 · doi: 10.48550/arxiv.2212.14477 · pith_short_12: UUSWENU4JMBC · pith_short_16: UUSWENU4JMBCSIGO · pith_short_8: UUSWENU4

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/UUSWENU4JMBCSIGONYYSQXANOQ \
  | 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: a52562369c4b022920ce6e31285c0d74012ae297694fe51c542b56565d0887ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25cf8fefc3695a8c52dfffdf66105e3e458ef5a8c271b394de5ae88adc8154e4",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.PM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2022-12-29T22:48:26Z",
    "title_canon_sha256": "b8a1ed5b93d18514e385cfa82df0d7f0d2c529e29a7aef6aa9acc3cf87068c14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14477",
    "kind": "arxiv",
    "version": 1
  }
}