Pith Number

pith:SXOQSELW

pith:2026:SXOQSELWTAVPN7M3XWWRJANLX7

not attested not anchored not stored refs pending

Generalization Bounds for Transformer-Based Next-Token Prediction in a Language Model

Insung Kong, Johannes Schmidt-Hieber, Niklas Dexheimer

arxiv:2606.13280 v1 · 2026-06-11 · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SXOQSELWTAVPN7M3XWWRJANLX7}

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	2026-06-12T01:09:50.298290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95dd091176982af6fd9bbdad1481abbfe8d2048d38b98270d1c93ba096736013

Aliases

arxiv: 2606.13280 · arxiv_version: 2606.13280v1 · doi: 10.48550/arxiv.2606.13280 · pith_short_12: SXOQSELWTAVP · pith_short_16: SXOQSELWTAVPN7M3 · pith_short_8: SXOQSELW

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/SXOQSELWTAVPN7M3XWWRJANLX7 \
  | 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: 95dd091176982af6fd9bbdad1481abbfe8d2048d38b98270d1c93ba096736013

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e7da3502870ced6e7b96d6f10ba8275dcb45b359a05d5f49eadaf342ccfea54",
    "cross_cats_sorted": [
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2026-06-11T12:34:47Z",
    "title_canon_sha256": "098a1f5cb10326c3c0d0f2e2fd25c668ecb5b4fe33c10b04b02f55be9648bd22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.13280",
    "kind": "arxiv",
    "version": 1
  }
}