Pith Number

pith:KOUORVG6

pith:2022:KOUORVG6QFQYZ6VZCF3QOIDUO2

not attested not anchored not stored refs pending

Learning Non-Vacuous Generalization Bounds from Optimization

Chengli Tan, Jiangshe Zhang, Junmin Liu, Yihong Gong

arxiv:2206.04359 v3 · 2022-06-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KOUORVG6QFQYZ6VZCF3QOIDUO2}

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	2026-06-25T01:17:42.090641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53a8e8d4de81618cfab9117707207476bd3bf222aade1ce48cd4258e0d31fada

Aliases

arxiv: 2206.04359 · arxiv_version: 2206.04359v3 · doi: 10.48550/arxiv.2206.04359 · pith_short_12: KOUORVG6QFQY · pith_short_16: KOUORVG6QFQYZ6VZ · pith_short_8: KOUORVG6

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/KOUORVG6QFQYZ6VZCF3QOIDUO2 \
  | 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: 53a8e8d4de81618cfab9117707207476bd3bf222aade1ce48cd4258e0d31fada

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21bd869383f677842fcb313536ade32cffb9a56cf9b802f7bf993e33da801ca4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-09T08:59:46Z",
    "title_canon_sha256": "aa1686580541d7b81b25a58c17c0c5957891b9c833c32d4efbc62403a94df053"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04359",
    "kind": "arxiv",
    "version": 3
  }
}