Pith Number

pith:EAWVZ5BX

pith:2023:EAWVZ5BXTALU7XLRSQCPLUFU44

not attested not anchored not stored refs pending

Adversarial Deep Hedging: Learning to Hedge without Price Process Modeling

Kentaro Imajo, Kentaro Minami, Masanori Hirano

arxiv:2307.13217 v1 · 2023-07-25 · q-fin.CP · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EAWVZ5BXTALU7XLRSQCPLUFU44}

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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

Model-Free Deep Hedging with Transaction Costs and Light Data Requirements

Receipt and verification

First computed	2026-07-05T06:34:10.784258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

202d5cf43798174fdd719404f5d0b4e72dde016cab6b3d649d64bf0517194b75

Aliases

arxiv: 2307.13217 · arxiv_version: 2307.13217v1 · doi: 10.48550/arxiv.2307.13217 · pith_short_12: EAWVZ5BXTALU · pith_short_16: EAWVZ5BXTALU7XLR · pith_short_8: EAWVZ5BX

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/EAWVZ5BXTALU7XLRSQCPLUFU44 \
  | 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: 202d5cf43798174fdd719404f5d0b4e72dde016cab6b3d649d64bf0517194b75

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba2c0ab92090a7066b05fa1425a34f79a2179e41c5c0b69060b195432ef64c1b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2023-07-25T03:09:32Z",
    "title_canon_sha256": "6ff372081b9f434aad414d905aebddee6803c5674838476a09198a62bf27e209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13217",
    "kind": "arxiv",
    "version": 1
  }
}