Pith Number

pith:CWGYKBMS

pith:2024:CWGYKBMSFFTAS37QDUMAF4ERAY

not attested not anchored not stored refs pending

Higher-Order Transformer Derivative Estimates for Explicit Pathwise Learning Guarantees

Anastasis Kratsios, Blanka Horvath, Raeid Saqur, Xuwei Yang, Yannick Limmer

arxiv:2405.16563 v2 · 2024-05-26 · cs.LG · cs.NA · cs.NE · math.NA · math.PR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CWGYKBMSFFTAS37QDUMAF4ERAY}

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

Every Feedforward Neural Network Definable in an o-Minimal Structure Has Finite Sample Complexity

Receipt and verification

First computed	2026-07-05T10:10:23.487917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

158d8505922966096ff01d1802f091063b7467dbfb35e0d9d216bd950a6fca6d

Aliases

arxiv: 2405.16563 · arxiv_version: 2405.16563v2 · doi: 10.48550/arxiv.2405.16563 · pith_short_12: CWGYKBMSFFTA · pith_short_16: CWGYKBMSFFTAS37Q · pith_short_8: CWGYKBMS

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/CWGYKBMSFFTAS37QDUMAF4ERAY \
  | 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: 158d8505922966096ff01d1802f091063b7467dbfb35e0d9d216bd950a6fca6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb181df19344e1d698fd6390510eedb1f905582df4ff0b6efdc4830ce2bb3d69",
    "cross_cats_sorted": [
      "cs.NA",
      "cs.NE",
      "math.NA",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-26T13:19:32Z",
    "title_canon_sha256": "8058c0b2e6713f262a88aea3296868fa7f341370d5b8fcd70643c9389206990c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16563",
    "kind": "arxiv",
    "version": 2
  }
}