Pith Number

pith:EAIHDIUL

pith:2023:EAIHDIULBZI4N7XSOYIUKYDE3R

not attested not anchored not stored refs pending

Sparse is Enough in Fine-tuning Pre-trained Large Language Models

Bo Du, Hai Zhao, Lefei Zhang, Weixi Song, Zuchao Li

arxiv:2312.11875 v3 · 2023-12-19 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EAIHDIULBZI4N7XSOYIUKYDE3R}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

FedSpy-LLM: Towards Scalable and Generalizable Data Reconstruction Attacks from Gradients on LLMs

Receipt and verification

First computed	2026-07-05T08:28:58.146308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

201071a28b0e51c6fef27611456064dc41cc4550d937099f6cc5fd9f5b22d137

Aliases

arxiv: 2312.11875 · arxiv_version: 2312.11875v3 · doi: 10.48550/arxiv.2312.11875 · pith_short_12: EAIHDIULBZI4 · pith_short_16: EAIHDIULBZI4N7XS · pith_short_8: EAIHDIUL

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/EAIHDIULBZI4N7XSOYIUKYDE3R \
  | 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: 201071a28b0e51c6fef27611456064dc41cc4550d937099f6cc5fd9f5b22d137

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08a8180adb3287ccb8ae55176a0c01d592a1fd98cbe70ee9cec6adde172737c0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-19T06:06:30Z",
    "title_canon_sha256": "63412c1e21be7cd313794a444918f24dc022d6af5364c9994b98a3f33115c37d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11875",
    "kind": "arxiv",
    "version": 3
  }
}