Pith. sign in
Pith Number

pith:TSVKSYRE

pith:2024:TSVKSYRE63ELS3DMEICPVVETII
not attested not anchored not stored refs pending

SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models

Bing Qin, Dongliang Xu, Qing Yang, Shilong Wang, Wanxiang Che, Weixiang Zhao, Xuanyu Zhang, Yanyan Zhao, Yulin Hu

arxiv:2401.08295 v3 · 2024-01-16 · cs.CL

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\usepackage{pith}
\pithnumber{TSVKSYRE63ELS3DMEICPVVETII}

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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.
Receipt and verification
First computed 2026-07-05T08:28:04.999436Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9caaa96224f6c8b96c6c2204fad493422ea435df4b1024d56fb51b85ea0cc05e

Aliases

arxiv: 2401.08295 · arxiv_version: 2401.08295v3 · doi: 10.48550/arxiv.2401.08295 · pith_short_12: TSVKSYRE63EL · pith_short_16: TSVKSYRE63ELS3DM · pith_short_8: TSVKSYRE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TSVKSYRE63ELS3DMEICPVVETII \
  | 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: 9caaa96224f6c8b96c6c2204fad493422ea435df4b1024d56fb51b85ea0cc05e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9a3b08caee5cd930a80b0b08a7ad8065513ebbcd34c26c44af919b17f12bb900",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-16T11:45:03Z",
    "title_canon_sha256": "de29458b28e1c0a3d70431c695e09277693d0ddd71d2ac4699b525824c5338ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08295",
    "kind": "arxiv",
    "version": 3
  }
}