Pith Number

pith:GN7LCM6C

pith:2024:GN7LCM6CZOBYJ7GTNJAUPQNJL7

not attested not anchored not stored refs pending

Attention layers provably solve single-location regression

Claire Boyer, G\'erard Biau, Pierre Marion, Rapha\"el Berthier

arxiv:2410.01537 v2 · 2024-10-02 · 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{GN7LCM6CZOBYJ7GTNJAUPQNJL7}

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	2026-07-05T10:19:55.970385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

337eb133c2cb8384fcd36a4147c1a95fc43191c1fa0594c14179cfe1f85a3c61

Aliases

arxiv: 2410.01537 · arxiv_version: 2410.01537v2 · doi: 10.48550/arxiv.2410.01537 · pith_short_12: GN7LCM6CZOBY · pith_short_16: GN7LCM6CZOBYJ7GT · pith_short_8: GN7LCM6C

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/GN7LCM6CZOBYJ7GTNJAUPQNJL7 \
  | 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: 337eb133c2cb8384fcd36a4147c1a95fc43191c1fa0594c14179cfe1f85a3c61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b05316fcc0a0a1adf311f498563f546da915c347598e98d0a5dff7aebda1169f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-02T13:28:02Z",
    "title_canon_sha256": "2f46bffa62fae48a7a9d23c9ba9db7ccc588eff60a40a605f0c630988af1ca12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01537",
    "kind": "arxiv",
    "version": 2
  }
}