Pith Number

pith:6QNDLPEG

pith:2024:6QNDLPEGSCEPOMXZOHJ6Y73O4K

not attested not anchored not stored refs pending

Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models

Andrew Gordon Wilson, Brandon Amos, Marc Finzi, Micah Goldblum, Sanae Lotfi, Yilun Kuang

arxiv:2407.18158 v1 · 2024-07-25 · 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{6QNDLPEGSCEPOMXZOHJ6Y73O4K}

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

1 paper in Pith

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment

Receipt and verification

First computed	2026-07-05T08:48:35.477123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f41a35bc869088f732f971d3ec7f6ee28dbad32e091efa0e05e5a863e1cbb543

Aliases

arxiv: 2407.18158 · arxiv_version: 2407.18158v1 · doi: 10.48550/arxiv.2407.18158 · pith_short_12: 6QNDLPEGSCEP · pith_short_16: 6QNDLPEGSCEPOMXZ · pith_short_8: 6QNDLPEG

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/6QNDLPEGSCEPOMXZOHJ6Y73O4K \
  | 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: f41a35bc869088f732f971d3ec7f6ee28dbad32e091efa0e05e5a863e1cbb543

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16cf7b797a66915ea8be77a72fea5c78ee69ae9bcc281dbb4c3ad60f0f9e6a17",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-07-25T16:13:58Z",
    "title_canon_sha256": "ec783d55c7eb6f8a415cf70240179d61d56b3e723cf2b2602bbda09467e10ab1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18158",
    "kind": "arxiv",
    "version": 1
  }
}