Pith Number

pith:U2C7ADBD

pith:2022:U2C7ADBDAEULL42OJXHQA5LPK6

not attested not anchored not stored refs pending

Designing Universal Causal Deep Learning Models: The Case of Infinite-Dimensional Dynamical Systems from Stochastic Analysis

Anastasis Kratsios, Giulia Livieri, Luca Galimberti

arxiv:2210.13300 v3 · 2022-10-24 · math.DS · 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{U2C7ADBDAEULL42OJXHQA5LPK6}

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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

Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite Spaces

Receipt and verification

First computed	2026-07-05T10:46:51.959982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a685f00c230128b5f34e4dcf00756f578e234ef112336b1df2e627925cc31c93

Aliases

arxiv: 2210.13300 · arxiv_version: 2210.13300v3 · doi: 10.48550/arxiv.2210.13300 · pith_short_12: U2C7ADBDAEUL · pith_short_16: U2C7ADBDAEULL42O · pith_short_8: U2C7ADBD

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/U2C7ADBDAEULL42OJXHQA5LPK6 \
  | 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: a685f00c230128b5f34e4dcf00756f578e234ef112336b1df2e627925cc31c93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9720879886d50ae0985ca5b643f94c610ba613a9556d851f9f241ecda6543d34",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.DS",
    "submitted_at": "2022-10-24T14:43:03Z",
    "title_canon_sha256": "fcc8db2e26679360759d5f4e7f51c7c5625d286c7f7dc02d17b9df0ca7078c4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13300",
    "kind": "arxiv",
    "version": 3
  }
}