Pith Number

pith:LGJGVBH4

pith:2023:LGJGVBH4ZBMEWCP5YEWSNFIFLQ

not attested not anchored not stored refs pending

Selective Pre-training for Private Fine-tuning

Da Yu, Huishuai Zhang, Janardhan Kulkarni, Jian Yin, Saurabh Naik, Sivakanth Gopi, Tomasz Lukasz Religa, Zinan Lin

arxiv:2305.13865 v3 · 2023-05-23 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGJGVBH4ZBMEWCP5YEWSNFIFLQ}

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

Textbooks Are All You Need

Receipt and verification

First computed	2026-07-05T08:38:51.926036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59926a84fcc8584b09fdc12d2695055c3698a68d3a4c75923abc9b0ed5c2969b

Aliases

arxiv: 2305.13865 · arxiv_version: 2305.13865v3 · doi: 10.48550/arxiv.2305.13865 · pith_short_12: LGJGVBH4ZBME · pith_short_16: LGJGVBH4ZBMEWCP5 · pith_short_8: LGJGVBH4

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/LGJGVBH4ZBMEWCP5YEWSNFIFLQ \
  | 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: 59926a84fcc8584b09fdc12d2695055c3698a68d3a4c75923abc9b0ed5c2969b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de14f177d728a5f6b83b9150b0c53c6a46d3148da65a9a32de2a1c8c0a8063bc",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-23T09:36:58Z",
    "title_canon_sha256": "14b849c063354b90f3c2dcd7e3f4068e844716775271b07d7edead27246f9449"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13865",
    "kind": "arxiv",
    "version": 3
  }
}