Pith Number

pith:THMQMLW6

pith:2022:THMQMLW6SLVDBAADGMCINR7RHR

not attested not anchored not stored refs pending

Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning

Hao Zhang, Xiuyuan Hu, Yang Zhao

arxiv:2202.03599 v3 · 2022-02-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{THMQMLW6SLVDBAADGMCINR7RHR}

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	2026-07-05T04:34:50.616396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99d9062ede92ea308003330486c7f13c789d89c376452792baeaf3887c3fbaea

Aliases

arxiv: 2202.03599 · arxiv_version: 2202.03599v3 · doi: 10.48550/arxiv.2202.03599 · pith_short_12: THMQMLW6SLVD · pith_short_16: THMQMLW6SLVDBAAD · pith_short_8: THMQMLW6

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/THMQMLW6SLVDBAADGMCINR7RHR \
  | 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: 99d9062ede92ea308003330486c7f13c789d89c376452792baeaf3887c3fbaea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dac719e4aebefe3448a0873d326c23601a3889b5b6c96fc7dc8a16e469733e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-08T02:03:45Z",
    "title_canon_sha256": "079481177164e31e7a3861f6d4eb2c5c77a4ee212aa91221959ca70a1daefdda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03599",
    "kind": "arxiv",
    "version": 3
  }
}