Pith Number

pith:ZPA2TNBD

pith:2024:ZPA2TNBDOM5DIUA7CWX3Z3JCF7

not attested not anchored not stored refs pending

A Method for Enhancing Generalization of Adam by Multiple Integrations

Han Nong, Liangming Chen, Long Jin, Zhenming Su

arxiv:2412.12473 v1 · 2024-12-17 · 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{ZPA2TNBDOM5DIUA7CWX3Z3JCF7}

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	2026-07-05T09:50:15.432519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbc1a9b423733a34501f15afbced222fc2825eda8ae07b60d3f830120e9415fe

Aliases

arxiv: 2412.12473 · arxiv_version: 2412.12473v1 · doi: 10.48550/arxiv.2412.12473 · pith_short_12: ZPA2TNBDOM5D · pith_short_16: ZPA2TNBDOM5DIUA7 · pith_short_8: ZPA2TNBD

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/ZPA2TNBDOM5DIUA7CWX3Z3JCF7 \
  | 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: cbc1a9b423733a34501f15afbced222fc2825eda8ae07b60d3f830120e9415fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddf3ba1bc65def98e25c30bc748c06570a507af0ae8b706eea4b4cabaf421d0f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T02:15:38Z",
    "title_canon_sha256": "4416472dc09ca09d7408006ebc9d6fd097fd4815eb1f4d64ebd77b13386b4849"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12473",
    "kind": "arxiv",
    "version": 1
  }
}