Pith Number

pith:ZP3UHA5J

pith:2024:ZP3UHA5J4RVWIVIP4AATCQVVHA

not attested not anchored not stored refs pending

Enhancing elusive clues in knowledge learning by contrasting attention of language models

Jian Gao, Ji Wu, Miao Li, Xiao Zhang

arxiv:2409.17954 v2 · 2024-09-26 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZP3UHA5J4RVWIVIP4AATCQVVHA}

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

ResidualDroppath: Enhancing Feature Reuse over Residual Connections

Receipt and verification

First computed	2026-07-05T10:29:23.724000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbf74383a9e46b64550fe0013142b53811cad01c42eebe248ce08a1b182555c5

Aliases

arxiv: 2409.17954 · arxiv_version: 2409.17954v2 · doi: 10.48550/arxiv.2409.17954 · pith_short_12: ZP3UHA5J4RVW · pith_short_16: ZP3UHA5J4RVWIVIP · pith_short_8: ZP3UHA5J

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/ZP3UHA5J4RVWIVIP4AATCQVVHA \
  | 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: cbf74383a9e46b64550fe0013142b53811cad01c42eebe248ce08a1b182555c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4639a54d59327acc13580183fbd58816a742b47d8759ba00809ebfe348b0ff49",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-26T15:30:54Z",
    "title_canon_sha256": "52354edb917e0b732a9f602f37404270321e9ec2b50386fdef5a2764b0f6b03b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17954",
    "kind": "arxiv",
    "version": 2
  }
}