Pith Number

pith:YYTQSSBX

pith:2023:YYTQSSBXYLCI6AX7TM2JMXKDMO

not attested not anchored not stored refs pending

Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization

Han Yu, Hao Zou, Peng Cui, Renzhe Xu, Xingxuan Zhang

arxiv:2303.03108 v3 · 2023-03-03 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YYTQSSBXYLCI6AX7TM2JMXKDMO}

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	2026-07-05T06:28:16.787067Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c627094837c2c48f02ff9b34965d4363934ccfb512a187322c3a2138a70cd723

Aliases

arxiv: 2303.03108 · arxiv_version: 2303.03108v3 · doi: 10.48550/arxiv.2303.03108 · pith_short_12: YYTQSSBXYLCI · pith_short_16: YYTQSSBXYLCI6AX7 · pith_short_8: YYTQSSBX

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/YYTQSSBXYLCI6AX7TM2JMXKDMO \
  | 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: c627094837c2c48f02ff9b34965d4363934ccfb512a187322c3a2138a70cd723

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d5100ceddc7746e86b84ec73d2c3d065d0f7522ce4ab62147cf40687dcfc051",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-03T16:58:53Z",
    "title_canon_sha256": "3e03a2820245ce2221d0f6e63c09222a6b2e291482f33de60a13c3bbea907fec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03108",
    "kind": "arxiv",
    "version": 3
  }
}