Pith Number

pith:2EN5SFX3

pith:2025:2EN5SFX37SOYDGCALPOK2SJT7N

not attested not anchored not stored refs pending

ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation

Denghui Zhang, Huawei Lin, Jiamin Chen, Weijie Zhao, Xiaodong Yu, Yanzhou Pan, Yide Ran, Zhaozhuo Xu

arxiv:2503.01052 v2 · 2025-03-02 · 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{2EN5SFX37SOYDGCALPOK2SJT7N}

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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

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation

Receipt and verification

First computed	2026-07-05T11:01:56.884956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d11bd916fbfc9d8198405bdcad4933fb74d0ecd839540308a3c2ed41ae9386bf

Aliases

arxiv: 2503.01052 · arxiv_version: 2503.01052v2 · doi: 10.48550/arxiv.2503.01052 · pith_short_12: 2EN5SFX37SOY · pith_short_16: 2EN5SFX37SOYDGCA · pith_short_8: 2EN5SFX3

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/2EN5SFX37SOYDGCALPOK2SJT7N \
  | 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: d11bd916fbfc9d8198405bdcad4933fb74d0ecd839540308a3c2ed41ae9386bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "783298585e6f890ae235f900a06960b87ede3901e61ba72139a6335e8622dd56",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-02T22:51:12Z",
    "title_canon_sha256": "55b1277c091e6a549f87e7fc1fec39f497835aa99f5d2afe33829163e8f4ba57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01052",
    "kind": "arxiv",
    "version": 2
  }
}