Pith Number

pith:XE7B4PKC

pith:2026:XE7B4PKC3YAK4RVN2BC5YKDMJ4

not attested not anchored not stored refs pending

The Normalized Maximum Likelihood for Regular Non-Smooth Models: Measure-Theoretic Foundations and Geometric Sampling

Gary P. T. Choi, Trenton Lau

arxiv:2605.24477 v1 · 2026-05-23 · cs.LG · cs.IT · math.IT · math.ST · 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{XE7B4PKC3YAK4RVN2BC5YKDMJ4}

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.

Receipt and verification

First computed	2026-05-26T01:03:41.969405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b93e1e3d42de00ae46add045dc286c4f2854cb03f56556fc270842c6abb1c4b7

Aliases

arxiv: 2605.24477 · arxiv_version: 2605.24477v1 · doi: 10.48550/arxiv.2605.24477 · pith_short_12: XE7B4PKC3YAK · pith_short_16: XE7B4PKC3YAK4RVN · pith_short_8: XE7B4PKC

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/XE7B4PKC3YAK4RVN2BC5YKDMJ4 \
  | 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: b93e1e3d42de00ae46add045dc286c4f2854cb03f56556fc270842c6abb1c4b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6589f30077c8cedb7d0cb92c0a1ad1610d7ef520249fa7f660094daca223584",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-23T08:57:48Z",
    "title_canon_sha256": "332c2015028c4b2a3edec5da08a8ce69ebed0f42f1f783e0a915515a685ef896"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24477",
    "kind": "arxiv",
    "version": 1
  }
}