Pith Number

pith:4L3I3M5N

pith:2023:4L3I3M5NT2F3COEHL3VOSGWIFH

not attested not anchored not stored refs pending

Information-Theoretic Generalization Bounds for Transductive Learning and its Applications

Huayi Tang, Yong Liu

arxiv:2311.04561 v3 · 2023-11-08 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4L3I3M5NT2F3COEHL3VOSGWIFH}

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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

Learning from one graph: transductive learning guarantees via the geometry of small random worlds

Receipt and verification

First computed	2026-07-05T10:02:42.128152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2f68db3ad9e8bb138875eeae91ac829c8dd31007123c99c641c9ce3c88390f9

Aliases

arxiv: 2311.04561 · arxiv_version: 2311.04561v3 · doi: 10.48550/arxiv.2311.04561 · pith_short_12: 4L3I3M5NT2F3 · pith_short_16: 4L3I3M5NT2F3COEH · pith_short_8: 4L3I3M5N

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/4L3I3M5NT2F3COEHL3VOSGWIFH \
  | 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: e2f68db3ad9e8bb138875eeae91ac829c8dd31007123c99c641c9ce3c88390f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ded63d5d7f6a910130a1e5dba12c30c035265040f66d99a7bd8c1136a89a9954",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-08T09:48:42Z",
    "title_canon_sha256": "2390845e8f80fb9cfa825748a85fcbc13622f1a90d0fe9c8d9f51dfaa16e1a87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04561",
    "kind": "arxiv",
    "version": 3
  }
}