Pith. sign in
Pith Number

pith:54DPLFVT

pith:2024:54DPLFVTL76JUARB2EPXFMIMKS
not attested not anchored not stored refs pending

Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance

Haibin Ling, Heng Fan, Liting Lin, Yaowei Wang, Yong Xu, Zhipeng Zhang

arxiv:2403.05231 v2 · 2024-03-08 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{54DPLFVTL76JUARB2EPXFMIMKS}

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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 2026-07-05T08:48:41.813080Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ef06f596b35ffc9a0221d11f72b10c54a1ffaa1890297adb7d461a49160962d9

Aliases

arxiv: 2403.05231 · arxiv_version: 2403.05231v2 · doi: 10.48550/arxiv.2403.05231 · pith_short_12: 54DPLFVTL76J · pith_short_16: 54DPLFVTL76JUARB · pith_short_8: 54DPLFVT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/54DPLFVTL76JUARB2EPXFMIMKS \
  | 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: ef06f596b35ffc9a0221d11f72b10c54a1ffaa1890297adb7d461a49160962d9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fd89b9213856ac41db8985fe7cf901cf65b0d39e4066edb40a9d06c302feb11d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-08T11:41:48Z",
    "title_canon_sha256": "6d8a533dbff739bb925aac9fe4bbd49a9613697d004bbe89bdd587ef387abbf2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.05231",
    "kind": "arxiv",
    "version": 2
  }
}