Pith Number

pith:GFQ3FUSM

pith:2024:GFQ3FUSMMKHJD3MSOWHXFQ6N7S

not attested not anchored not stored refs pending

Towards Robust Out-of-Distribution Generalization Bounds via Sharpness

Jiashuo Liu, Kenji Kawaguchi, Mong-Li Lee, Wynne Hsu, Yingnan Liu, Yingtian Zou

arxiv:2403.06392 v1 · 2024-03-11 · 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{GFQ3FUSMMKHJD3MSOWHXFQ6N7S}

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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.

Cited by

1 paper in Pith

Inside-Out: Measuring Generalization in Vision Transformers Through Inner Workings

Receipt and verification

First computed	2026-07-05T07:54:22.904834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3161b2d24c628e91ed92758f72c3cdfc8345504744b1f49cb9afce839e71e441

Aliases

arxiv: 2403.06392 · arxiv_version: 2403.06392v1 · doi: 10.48550/arxiv.2403.06392 · pith_short_12: GFQ3FUSMMKHJ · pith_short_16: GFQ3FUSMMKHJD3MS · pith_short_8: GFQ3FUSM

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/GFQ3FUSMMKHJD3MSOWHXFQ6N7S \
  | 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: 3161b2d24c628e91ed92758f72c3cdfc8345504744b1f49cb9afce839e71e441

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbc7e4b20962f80dfb4e73c93a31b124f591cef25b45b175b437d5d10e67b386",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-11T02:57:27Z",
    "title_canon_sha256": "56d20b8d6c0de50d8958c11a7dbc41cb7980cf5724181985fc93ece04887e2a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06392",
    "kind": "arxiv",
    "version": 1
  }
}