Pith Number

pith:KI3BV4PM

pith:2022:KI3BV4PMDNO3TLEL3MTF4LVM4N

not attested not anchored not stored refs pending

Generalization Bounds via Convex Analysis

G\'abor Lugosi, Gergely Neu

arxiv:2202.04985 v3 · 2022-02-10 · stat.ML · 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{KI3BV4PMDNO3TLEL3MTF4LVM4N}

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	2026-07-05T04:41:32.421392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52361af1ec1b5db9ac8bdb265e2eace35e0bf613d6b101aad3fa6c86cf9ff6a7

Aliases

arxiv: 2202.04985 · arxiv_version: 2202.04985v3 · doi: 10.48550/arxiv.2202.04985 · pith_short_12: KI3BV4PMDNO3 · pith_short_16: KI3BV4PMDNO3TLEL · pith_short_8: KI3BV4PM

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/KI3BV4PMDNO3TLEL3MTF4LVM4N \
  | 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: 52361af1ec1b5db9ac8bdb265e2eace35e0bf613d6b101aad3fa6c86cf9ff6a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30fde865a3969553011ae619e27f12c61a74212b0ae218db94d10ee39c0f61f6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-10T12:30:45Z",
    "title_canon_sha256": "40d4966e874baf60566d2135fa016112570396fe2912727e6e3b6068236bcdb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.04985",
    "kind": "arxiv",
    "version": 3
  }
}