Pith Number

pith:KA3DKONJ

pith:2021:KA3DKONJNX6I2IY4QAGGZBMZBQ

not attested not anchored not stored refs pending

Neural networks-based algorithms for stochastic control and PDEs in finance

Huy\^en Pham, Maximilien Germain, Xavier Warin

arxiv:2101.08068 v2 · 2021-01-20 · math.OC · q-fin.CP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KA3DKONJNX6I2IY4QAGGZBMZBQ}

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

3 papers in Pith

Random Neural Network Expressivity for Non-Linear Partial Differential Equations

Algorithmically Designed Artificial Neural Networks (ADANNs): Higher order deep operator learning for parametric partial differential equations

P1-KAN: an effective Kolmogorov-Arnold network with application to hydraulic valley optimization

Receipt and verification

First computed	2026-07-05T02:32:35.269042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50363539a96dfc8d231c800c6c85990c3fa652ba682a24938d9e8b68afbb79bd

Aliases

arxiv: 2101.08068 · arxiv_version: 2101.08068v2 · doi: 10.48550/arxiv.2101.08068 · pith_short_12: KA3DKONJNX6I · pith_short_16: KA3DKONJNX6I2IY4 · pith_short_8: KA3DKONJ

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/KA3DKONJNX6I2IY4QAGGZBMZBQ \
  | 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: 50363539a96dfc8d231c800c6c85990c3fa652ba682a24938d9e8b68afbb79bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "750ce8cb838d984c6a05cd21508359af54aa8cd5131bc648c773170186cf81ae",
    "cross_cats_sorted": [
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2021-01-20T11:06:23Z",
    "title_canon_sha256": "867825b79b5f86203940eeaceb38517b9b67878b74e494c086a26238f03ec29f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.08068",
    "kind": "arxiv",
    "version": 2
  }
}