Pith Number

pith:MTEDTLAO

pith:2022:MTEDTLAORWUOO7I3PK6C54TYNS

not attested not anchored not stored refs pending

Signature Methods in Machine Learning

Andrew D. McLeod, Terry Lyons

arxiv:2206.14674 v7 · 2022-06-29 · stat.ML · cs.LG · cs.NA · math.CA · math.NA · math.ST · stat.ME · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTEDTLAORWUOO7I3PK6C54TYNS}

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

6 papers in Pith

Chess Signatures of Play

The Singular Values of L\'evy's Area Matrix

Exponentially Fading Memory Signature

Safety Certification is Classification

Generative Path-Law Jump-Diffusion: Sequential MMD-Gradient Flows and Generalisation Bounds in Marcus-Signature RKHS

Receipt and verification

First computed	2026-07-05T10:17:03.983029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64c839ac0e8da8e77d1b7abc2ef2786cabb9c4f68f606f3a5a83e319cbb5f20e

Aliases

arxiv: 2206.14674 · arxiv_version: 2206.14674v7 · doi: 10.48550/arxiv.2206.14674 · pith_short_12: MTEDTLAORWUO · pith_short_16: MTEDTLAORWUOO7I3 · pith_short_8: MTEDTLAO

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/MTEDTLAORWUOO7I3PK6C54TYNS \
  | 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: 64c839ac0e8da8e77d1b7abc2ef2786cabb9c4f68f606f3a5a83e319cbb5f20e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "261b7c1ed3a794f7c280bb91a2921c75f13b7183b6e4ad8d17d532f6177c1d15",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "math.CA",
      "math.NA",
      "math.ST",
      "stat.ME",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-29T14:23:28Z",
    "title_canon_sha256": "30e256dbdd93c5c1c9911bea2bdc34829bdbdd083047bc161067383a3ead4584"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.14674",
    "kind": "arxiv",
    "version": 7
  }
}