Pith Number

pith:SGOSALDK

pith:2020:SGOSALDKKLMFZ33BU6ZDGFNGIJ

not attested not anchored not stored refs pending

Approximate is Good Enough: Probabilistic Variants of Dimensional and Margin Complexity

Nathan Srebro, Omar Montasser, Pritish Kamath

arxiv:2003.04180 v1 · 2020-03-09 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGOSALDKKLMFZ33BU6ZDGFNGIJ}

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

VALG: An Agentic System for ML Theory Research

Receipt and verification

First computed	2026-07-05T00:46:40.351121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

919d202c6a52d85cef61a7b23315a6426294deaba8c9b4e8f32f38ff7df47620

Aliases

arxiv: 2003.04180 · arxiv_version: 2003.04180v1 · doi: 10.48550/arxiv.2003.04180 · pith_short_12: SGOSALDKKLMF · pith_short_16: SGOSALDKKLMFZ33B · pith_short_8: SGOSALDK

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/SGOSALDKKLMFZ33BU6ZDGFNGIJ \
  | 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: 919d202c6a52d85cef61a7b23315a6426294deaba8c9b4e8f32f38ff7df47620

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65e5bc9af3aece59c913056a206133e99d8ea848b975d10bcbbac52e892b8689",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-09T14:57:41Z",
    "title_canon_sha256": "380d653482d6a413cef08a51c43d94581caf5746376ea83dd47d3cddca64d483"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.04180",
    "kind": "arxiv",
    "version": 1
  }
}