Pith Number

pith:XU7HWBUP

pith:2025:XU7HWBUPMVOJOHSJP4RYNCFC2F

not attested not anchored not stored refs pending

Transformers Learn Faster with Semantic Focus

Alexander G. Gray, Kenneth L. Clarkson, Parikshit Ram, Shashanka Ubaru, Tim Klinger

arxiv:2506.14095 v2 · 2025-06-17 · 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{XU7HWBUPMVOJOHSJP4RYNCFC2F}

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	2026-07-05T11:23:30.867964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd3e7b068f655c971e497f238688a2d16b73101f0704ab750a9b12a2167823e9

Aliases

arxiv: 2506.14095 · arxiv_version: 2506.14095v2 · doi: 10.48550/arxiv.2506.14095 · pith_short_12: XU7HWBUPMVOJ · pith_short_16: XU7HWBUPMVOJOHSJ · pith_short_8: XU7HWBUP

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/XU7HWBUPMVOJOHSJP4RYNCFC2F \
  | 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: bd3e7b068f655c971e497f238688a2d16b73101f0704ab750a9b12a2167823e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a407d5459de7baf4c15b2eb072f48f23bb71651e4735941f343e66435ffe4c74",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T01:19:28Z",
    "title_canon_sha256": "292efa52202922c33c996700146d144b74ea22f1bed65372db28c8355f7ceab4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14095",
    "kind": "arxiv",
    "version": 2
  }
}