Pith Number

pith:YW7HCI7L

pith:2024:YW7HCI7L4XCBMTMRUAWPZBBFSU

not attested not anchored not stored refs pending

Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization

Bin Wang, Gengze Xu, Hongjin Qian, Jian Luan, Wei Liu, Xiaolin Hu, Xinhao Yao, Yong Liu

arxiv:2410.02247 v3 · 2024-10-03 · 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{YW7HCI7L4XCBMTMRUAWPZBBFSU}

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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

Simulate, Refocus and Ensemble: An Attention-Refocusing Scheme for Domain Generalization

Receipt and verification

First computed	2026-07-05T11:02:39.792103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5be7123ebe5c4164d91a02cfc8425950d94b57ab4e0694c13d9e4ab40d13c0e

Aliases

arxiv: 2410.02247 · arxiv_version: 2410.02247v3 · doi: 10.48550/arxiv.2410.02247 · pith_short_12: YW7HCI7L4XCB · pith_short_16: YW7HCI7L4XCBMTMR · pith_short_8: YW7HCI7L

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/YW7HCI7L4XCBMTMRUAWPZBBFSU \
  | 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: c5be7123ebe5c4164d91a02cfc8425950d94b57ab4e0694c13d9e4ab40d13c0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ed16e778b3c95fdd031ffe35804575658ff1f96bbd3a07ce8aadc9ab7d9c043",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T06:37:37Z",
    "title_canon_sha256": "be61b15fbbb15ce1d66885d3421ab5013a33cf587dd2be8e8da6a4b0630032d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02247",
    "kind": "arxiv",
    "version": 3
  }
}