Pith Number

pith:3FMKAPW2

pith:2020:3FMKAPW2BZ3NXPEG4BRZJRZ366

not attested not anchored not stored refs pending

Mean-Variance Efficient Reinforcement Learning with Applications to Dynamic Financial Investment

Kei Nakagawa, Kenshi Abe, Kentaro Baba, Masahiro Kato, Tetsuro Morimura

arxiv:2010.01404 v4 · 2020-10-03 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3FMKAPW2BZ3NXPEG4BRZJRZ366}

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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

Continuous-time optimal investment with portfolio constraints: a reinforcement learning approach

Receipt and verification

First computed	2026-07-05T09:34:32.162714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d958a03eda0e76dbbc86e06394c73bf7be56a0228e0a5b840b20c8301b36cd82

Aliases

arxiv: 2010.01404 · arxiv_version: 2010.01404v4 · doi: 10.48550/arxiv.2010.01404 · pith_short_12: 3FMKAPW2BZ3N · pith_short_16: 3FMKAPW2BZ3NXPEG · pith_short_8: 3FMKAPW2

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/3FMKAPW2BZ3NXPEG4BRZJRZ366 \
  | 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: d958a03eda0e76dbbc86e06394c73bf7be56a0228e0a5b840b20c8301b36cd82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6378f02af74a9b6cf370bea56cecb6bea7ef28f03e2acd260d18e7e4cb70c7d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-03T18:17:34Z",
    "title_canon_sha256": "938e2f6f85eb437d0316ec623b458bd4710e5c85e09b4906e29f89a389c97d75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.01404",
    "kind": "arxiv",
    "version": 4
  }
}