Pith Number

pith:G5FMHXUY

pith:2023:G5FMHXUYLKJCHZM5NSCQCQL7G6

not attested not anchored not stored refs pending

Evaluation of Deep Reinforcement Learning Algorithms for Portfolio Optimisation

Chung I Lu

arxiv:2307.07694 v3 · 2023-07-15 · cs.CE · 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{G5FMHXUYLKJCHZM5NSCQCQL7G6}

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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

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards

Receipt and verification

First computed	2026-07-05T11:49:02.228155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

374ac3de985a9223e59d6c8501417f37be2b22c4d523316dd95fae1086a10cc3

Aliases

arxiv: 2307.07694 · arxiv_version: 2307.07694v3 · doi: 10.48550/arxiv.2307.07694 · pith_short_12: G5FMHXUYLKJC · pith_short_16: G5FMHXUYLKJCHZM5 · pith_short_8: G5FMHXUY

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/G5FMHXUYLKJCHZM5NSCQCQL7G6 \
  | 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: 374ac3de985a9223e59d6c8501417f37be2b22c4d523316dd95fae1086a10cc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e6aff162194a37fe33956876bca4c85a602bfaff90551f17a36f5ac1375c8fc",
    "cross_cats_sorted": [
      "q-fin.PM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2023-07-15T03:12:11Z",
    "title_canon_sha256": "c7f8bcc43cfa4f4ca1b8aef74b15c6e9e2f390f1292ac05b607b94227e1b791d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07694",
    "kind": "arxiv",
    "version": 3
  }
}