Pith Number

pith:XEWSQG7A

pith:2025:XEWSQG7ANNIKIPDPGOGJNNFQBZ

not attested not anchored not stored refs pending

A Guide to Robust Generalization: The Impact of Architecture, Pre-training, and Optimization Strategy

Alexandre Larouche, Audrey Durand, Christian Gagn\'e, Irina Rish, Jonas Ngnaw\'e, Maxime Heuillet, Ola Ahmad, Rishika Bhagwatkar, Yann Pequignot

arxiv:2508.14079 v1 · 2025-08-12 · 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{XEWSQG7ANNIKIPDPGOGJNNFQBZ}

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	2026-07-05T11:56:24.627887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b92d281be06b50a43c6f338c96b4b00e5996b6c8fd035cc017997fb2b7dccf20

Aliases

arxiv: 2508.14079 · arxiv_version: 2508.14079v1 · doi: 10.48550/arxiv.2508.14079 · pith_short_12: XEWSQG7ANNIK · pith_short_16: XEWSQG7ANNIKIPDP · pith_short_8: XEWSQG7A

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/XEWSQG7ANNIKIPDPGOGJNNFQBZ \
  | 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: b92d281be06b50a43c6f338c96b4b00e5996b6c8fd035cc017997fb2b7dccf20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6633065242592bfec00a6d7c7d590d145cda32f6aedd33c1374d60d73c3270f4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-12T19:38:35Z",
    "title_canon_sha256": "bc9f50f824e90790d474f58c4726bf91ff8dcaf7d8e9fef559a8d798c6e26f2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14079",
    "kind": "arxiv",
    "version": 1
  }
}