Pith Number

pith:A6KF5IVY

pith:2025:A6KF5IVYSAPCLM546R3RS2ZRCM

not attested not anchored not stored refs pending

BLISS: A Lightweight Bilevel Influence Scoring Method for Data Selection in Language Model Pretraining

Huixia Wang, Jie Hao, Jie Xu, Mingrui Liu, Rui Yu, Wei Zhang

arxiv:2510.06048 v4 · 2025-10-07 · 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{A6KF5IVYSAPCLM546R3RS2ZRCM}

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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

Let the Target Select for Itself: Data Selection via Target-Aligned Paths

Receipt and verification

First computed	2026-06-02T02:04:09.787646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07945ea2b8901e25b3bcf477196b31131a03ff18b6cf6a6046f64afcf1871783

Aliases

arxiv: 2510.06048 · arxiv_version: 2510.06048v4 · doi: 10.48550/arxiv.2510.06048 · pith_short_12: A6KF5IVYSAPC · pith_short_16: A6KF5IVYSAPCLM54 · pith_short_8: A6KF5IVY

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/A6KF5IVYSAPCLM546R3RS2ZRCM \
  | 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: 07945ea2b8901e25b3bcf477196b31131a03ff18b6cf6a6046f64afcf1871783

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d966dbe7bb0ddaeca0f3a6f75f0f119e43cc5854dbad0bd692e844cf57bc24b4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-07T15:42:33Z",
    "title_canon_sha256": "9408559d7bd3eac75c4bef511f997ef1996f1eb69c1c25fbd5b4fe07c32e90ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.06048",
    "kind": "arxiv",
    "version": 4
  }
}