Pith Number

pith:766D3TDD

pith:2025:766D3TDDYLHSUT3CHNEEROG3GU

not attested not anchored not stored refs pending

Understanding Flatness in Generative Models: Its Role and Benefits

Jaejun Yoo, Kyeongkook Seo, Sung Whan Yoon, Taehwan Lee

arxiv:2503.11078 v2 · 2025-03-14 · cs.CV · 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{766D3TDDYLHSUT3CHNEEROG3GU}

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	2026-07-05T11:49:08.225072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffbc3dcc63c2cf2a4f623b4848b8db35040f7b59d76ce5525500e840469e9175

Aliases

arxiv: 2503.11078 · arxiv_version: 2503.11078v2 · doi: 10.48550/arxiv.2503.11078 · pith_short_12: 766D3TDDYLHS · pith_short_16: 766D3TDDYLHSUT3C · pith_short_8: 766D3TDD

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/766D3TDDYLHSUT3CHNEEROG3GU \
  | 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: ffbc3dcc63c2cf2a4f623b4848b8db35040f7b59d76ce5525500e840469e9175

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a0ed4c538248992d2d45d6c51ac317ccb7063b1c8794e0538b1c357520746cb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-14T04:38:53Z",
    "title_canon_sha256": "720423df3a85813e3297e0149b2c4480cf56f51779544b0b7a02eebc33abdbe2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11078",
    "kind": "arxiv",
    "version": 2
  }
}