Pith Number

pith:ITCBM3CP

pith:2024:ITCBM3CPZZCHHYXBI2NP74TAVD

not attested not anchored not stored refs pending

Fast Deep Hedging with Second-Order Optimization

Amira Akkari, Ben Wood, Konrad Mueller, Lukas Gonon

arxiv:2410.22568 v1 · 2024-10-29 · q-fin.RM · cs.LG · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ITCBM3CPZZCHHYXBI2NP74TAVD}

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

A New Way: Kronecker-Factored Approximate Curvature Deep Hedging and its Benefits

Receipt and verification

First computed	2026-07-05T09:28:18.637800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44c4166c4fce4473e2e1469afff260a8e5d9867a3f03bbe2a89be0690a4d687f

Aliases

arxiv: 2410.22568 · arxiv_version: 2410.22568v1 · doi: 10.48550/arxiv.2410.22568 · pith_short_12: ITCBM3CPZZCH · pith_short_16: ITCBM3CPZZCHHYXB · pith_short_8: ITCBM3CP

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/ITCBM3CPZZCHHYXBI2NP74TAVD \
  | 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: 44c4166c4fce4473e2e1469afff260a8e5d9867a3f03bbe2a89be0690a4d687f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9141fbd77f2bb243346ccac1c4918b456e3cb07045dea049935407feeb98e75c",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.RM",
    "submitted_at": "2024-10-29T22:17:52Z",
    "title_canon_sha256": "b9b3761421e04db06074e5d83b26e689098922283e9c45b9dd65c56ce7f9253e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22568",
    "kind": "arxiv",
    "version": 1
  }
}