Pith Number

pith:RSIBT2HD

pith:2024:RSIBT2HDI3BAONLHRTROI6RGS5

not attested not anchored not stored refs pending

BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Aofei Chang, Cao Xiao, Fenglong Ma, Han Liu, Jiaqi Wang, Parminder Bhatia, Ting Wang

arxiv:2410.09079 v1 · 2024-10-04 · cs.CL · cs.AI · 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{RSIBT2HDI3BAONLHRTROI6RGS5}

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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	2026-07-05T09:20:05.227911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c9019e8e346c20735678ce2e47a26975116a8870b98ab083559b402aa50321a

Aliases

arxiv: 2410.09079 · arxiv_version: 2410.09079v1 · doi: 10.48550/arxiv.2410.09079 · pith_short_12: RSIBT2HDI3BA · pith_short_16: RSIBT2HDI3BAONLH · pith_short_8: RSIBT2HD

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/RSIBT2HDI3BAONLHRTROI6RGS5 \
  | 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: 8c9019e8e346c20735678ce2e47a26975116a8870b98ab083559b402aa50321a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93307279a6113003077945c0f811d4e6b4eca6d45378d5b4c9347487d31762bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-04T18:50:46Z",
    "title_canon_sha256": "fa1e1ff588ad2c8a335b16fb839ab922bc42cdd651a1acc7006c53ee426df79b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09079",
    "kind": "arxiv",
    "version": 1
  }
}