Pith Number

pith:5C32FAFV

pith:2022:5C32FAFVHNP3YMCE2R53VERBPP

not attested not anchored not stored refs pending

Deep Bellman Hedging

Ben Wood, Hans Buehler, Phillip Murray

arxiv:2207.00932 v4 · 2022-07-03 · q-fin.CP · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5C32FAFVHNP3YMCE2R53VERBPP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Uncertainty-Aware Strategies: A Model-Agnostic Framework for Robust Financial Optimization through Subsampling

Receipt and verification

First computed	2026-07-05T08:36:16.317294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8b7a280b53b5fbc3044d47bba92217bc18eb5eceeed5268216748d494e699c6

Aliases

arxiv: 2207.00932 · arxiv_version: 2207.00932v4 · doi: 10.48550/arxiv.2207.00932 · pith_short_12: 5C32FAFVHNP3 · pith_short_16: 5C32FAFVHNP3YMCE · pith_short_8: 5C32FAFV

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/5C32FAFVHNP3YMCE2R53VERBPP \
  | 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: e8b7a280b53b5fbc3044d47bba92217bc18eb5eceeed5268216748d494e699c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77a42e2df5312e0e64e8f577f2f1f5709e94a23f4e907710b32a19453d93c8f0",
    "cross_cats_sorted": [
      "q-fin.ST"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2022-07-03T01:35:21Z",
    "title_canon_sha256": "0c33dc45e64696541f22f204d94bd8df8d6c30f3ad99aa954cf8801e642633e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.00932",
    "kind": "arxiv",
    "version": 4
  }
}