Pith Number

pith:SNMNM7VC

pith:2021:SNMNM7VC33O6NGF5PBLTANQQ63

not attested not anchored not stored refs pending

Deep Hedging: Learning to Remove the Drift under Trading Frictions with Minimal Equivalent Near-Martingale Measures

Ben Wood, Hans Buehler, Mikko S. Pakkanen, Phillip Murray

arxiv:2111.07844 v3 · 2021-11-15 · q-fin.CP · stat.ML

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\usepackage{pith}
\pithnumber{SNMNM7VC33O6NGF5PBLTANQQ63}

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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

Generating Financial Time Series by Matching Random Convolutional Features

Receipt and verification

First computed	2026-07-05T03:47:55.688265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9358d67ea2dedde698bd7857303610f6efbb1f4393e3be76f4cb47cf047bd107

Aliases

arxiv: 2111.07844 · arxiv_version: 2111.07844v3 · doi: 10.48550/arxiv.2111.07844 · pith_short_12: SNMNM7VC33O6 · pith_short_16: SNMNM7VC33O6NGF5 · pith_short_8: SNMNM7VC

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/SNMNM7VC33O6NGF5PBLTANQQ63 \
  | 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: 9358d67ea2dedde698bd7857303610f6efbb1f4393e3be76f4cb47cf047bd107

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69f89caa181a9edc9366d37a90026dcd112e37c6a1bf910d171a1ffbd9c6c923",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2021-11-15T15:32:40Z",
    "title_canon_sha256": "0146246ea661fd2a530d128630714fe41f32e4e0cc3978b567c299c07883bf7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.07844",
    "kind": "arxiv",
    "version": 3
  }
}