Pith Number

pith:D4SN6NSY

pith:2024:D4SN6NSYTK2HN5YYQY6DITMHGZ

not attested not anchored not stored refs pending

Deep Reinforcement Learning and Mean-Variance Strategies for Responsible Portfolio Optimization

Daniele Magazzeni, Fernando Acero, Manuela Veloso, Michael Cashmore, Nicolas Marchesotti, Parisa Zehtabi

arxiv:2403.16667 v1 · 2024-03-25 · cs.AI

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\usepackage{pith}
\pithnumber{D4SN6NSYTK2HN5YYQY6DITMHGZ}

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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

Simulation-Based Neural Policies for Portfolio Choice: Architecture, Training, and Interpretability

Receipt and verification

First computed	2026-07-05T08:00:19.542163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f24df36589ab476f718863c344d87366657dd27986f4af90a1fb4bbca0aaf6a

Aliases

arxiv: 2403.16667 · arxiv_version: 2403.16667v1 · doi: 10.48550/arxiv.2403.16667 · pith_short_12: D4SN6NSYTK2H · pith_short_16: D4SN6NSYTK2HN5YY · pith_short_8: D4SN6NSY

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/D4SN6NSYTK2HN5YYQY6DITMHGZ \
  | 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: 1f24df36589ab476f718863c344d87366657dd27986f4af90a1fb4bbca0aaf6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23ebfd6c04b2b2e328c59cec109b6d48b175683aaf1296f375d9a15a3de14270",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-25T12:04:03Z",
    "title_canon_sha256": "5a8dbbcb17686c9aac3b2ed253db089bfc3938256be56b0de2d101b5f047ce54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16667",
    "kind": "arxiv",
    "version": 1
  }
}