Pith Number

pith:DGQRJXMA

pith:2023:DGQRJXMAOCSFRZ7NUDS2EUU2MY

not attested not anchored not stored refs pending

Non-Vacuous Generalization Bounds for Large Language Models

Andrew Gordon Wilson, Marc Finzi, Micah Goldblum, Sanae Lotfi, Tim G. J. Rudner, Yilun Kuang

arxiv:2312.17173 v3 · 2023-12-28 · 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{DGQRJXMAOCSFRZ7NUDS2EUU2MY}

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.

Cited by

2 papers in Pith

Inductive Generalization for Robotic Manipulation

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Receipt and verification

First computed	2026-07-05T08:44:50.355397Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19a114dd8070a458e7eda0e5a2529a662215b827da7a8f72935d72be19223348

Aliases

arxiv: 2312.17173 · arxiv_version: 2312.17173v3 · doi: 10.48550/arxiv.2312.17173 · pith_short_12: DGQRJXMAOCSF · pith_short_16: DGQRJXMAOCSFRZ7N · pith_short_8: DGQRJXMA

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/DGQRJXMAOCSFRZ7NUDS2EUU2MY \
  | 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: 19a114dd8070a458e7eda0e5a2529a662215b827da7a8f72935d72be19223348

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa3a951f2bcb910f64b52553e7903d6ac4b55fd7aa9333f589ab6bf03ed76905",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-28T17:58:42Z",
    "title_canon_sha256": "aa48b32b77b3de01bcb2972337d7f98069aa063f978161b3af8084fce8cb6b75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17173",
    "kind": "arxiv",
    "version": 3
  }
}