Pith Number

pith:TFOTF73Y

pith:2023:TFOTF73YMOHIII5HGC3QNIU7WQ

not attested not anchored not stored refs pending

Gradient-based Parameter Selection for Efficient Fine-Tuning

Ekaterina Shutova, Qizhe Zhang, Renrui Zhang, Shanghang Zhang, Shiji Zhou, Zhi Zhang, Zijun Gao

arxiv:2312.10136 v3 · 2023-12-15 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TFOTF73YMOHIII5HGC3QNIU7WQ}

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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

GEM: A Scale-Aware and Distribution-Sensitive Sparse Fine-Tuning Framework for Effective Downstream Adaptation

Receipt and verification

First computed	2026-07-05T09:41:30.351597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

995d32ff78638e8423a730b706a29fb41e3d56c158a5526dc875e8d94539cedf

Aliases

arxiv: 2312.10136 · arxiv_version: 2312.10136v3 · doi: 10.48550/arxiv.2312.10136 · pith_short_12: TFOTF73YMOHI · pith_short_16: TFOTF73YMOHIII5H · pith_short_8: TFOTF73Y

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/TFOTF73YMOHIII5HGC3QNIU7WQ \
  | 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: 995d32ff78638e8423a730b706a29fb41e3d56c158a5526dc875e8d94539cedf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "291d48496e7f3e96fb7ca35e59199c8fc381b855bda1bac59b7e7505704d8d2a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-15T18:59:05Z",
    "title_canon_sha256": "51807a5066b4e2f78a6e03a9f535f682e79113be3f35affcb61e376b50269155"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10136",
    "kind": "arxiv",
    "version": 3
  }
}