Pith Number

pith:BEKED4A5

pith:2023:BEKED4A5U6NZSWIDDBAXSR264R

not attested not anchored not stored refs pending

Online-to-PAC Conversions: Generalization Bounds via Regret Analysis

G\'abor Lugosi, Gergely Neu

arxiv:2305.19674 v2 · 2023-05-31 · 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{BEKED4A5U6NZSWIDDBAXSR264R}

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	2026-07-05T09:21:36.349166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

091441f01da79b995903184179475ee44e75417c2d59601d12c21ff561f78782

Aliases

arxiv: 2305.19674 · arxiv_version: 2305.19674v2 · doi: 10.48550/arxiv.2305.19674 · pith_short_12: BEKED4A5U6NZ · pith_short_16: BEKED4A5U6NZSWID · pith_short_8: BEKED4A5

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/BEKED4A5U6NZSWIDDBAXSR264R \
  | 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: 091441f01da79b995903184179475ee44e75417c2d59601d12c21ff561f78782

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b9d09c2c58c2717c41509d8cc6e82a7b9f366cff48a93de706e4fe925a72062",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-31T09:15:39Z",
    "title_canon_sha256": "386008909f49ca567d32f9208999d8be74aa4e9a7f999c91d0195a23e5e3ea13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19674",
    "kind": "arxiv",
    "version": 2
  }
}