Pith Number

pith:5JYYJEZR

pith:2024:5JYYJEZRIIJZ6NBOJR4CUM2EYK

not attested not anchored not stored refs pending

lpNTK: Better Generalisation with Less Data via Sample Interaction During Learning

Kenny Smith, Shangmin Guo, Stefano V.Albrecht, Yi Ren

arxiv:2401.08808 v2 · 2024-01-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5JYYJEZRIIJZ6NBOJR4CUM2EYK}

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	2026-07-05T08:18:48.011946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea7184933142139f342e4c782a3344c2993b6ed52549c83ce054e2e1b3a0bb2b

Aliases

arxiv: 2401.08808 · arxiv_version: 2401.08808v2 · doi: 10.48550/arxiv.2401.08808 · pith_short_12: 5JYYJEZRIIJZ · pith_short_16: 5JYYJEZRIIJZ6NBO · pith_short_8: 5JYYJEZR

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/5JYYJEZRIIJZ6NBOJR4CUM2EYK \
  | 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: ea7184933142139f342e4c782a3344c2993b6ed52549c83ce054e2e1b3a0bb2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d38ca4fbc658524c92e3ab88dd26a3ffa9ea6151abd49755ed9777b16207d149",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-16T20:20:10Z",
    "title_canon_sha256": "97ef2047808e6a2aa414b3b5e9b6d680371f3d2bb387e86b4e0a951b07697a02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08808",
    "kind": "arxiv",
    "version": 2
  }
}