Pith Number

pith:4BMIRKHB

pith:2024:4BMIRKHBQX2CLBTEBCI33GX7PG

not attested not anchored not stored refs pending

Label Privacy in Split Learning for Large Models with Parameter-Efficient Training

Aleksandr Beznosikov, Denis Kuznedelev, Marat Mansurov, Max Ryabinin, Philip Zmushko, Ruslan Svirschevski

arxiv:2412.16669 v1 · 2024-12-21 · 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{4BMIRKHBQX2CLBTEBCI33GX7PG}

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.

Receipt and verification

First computed	2026-07-05T09:53:11.249757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e05888a8e185f42586640891bd9aff79a7b338787a467acfe77d25851a59e3b8

Aliases

arxiv: 2412.16669 · arxiv_version: 2412.16669v1 · doi: 10.48550/arxiv.2412.16669 · pith_short_12: 4BMIRKHBQX2C · pith_short_16: 4BMIRKHBQX2CLBTE · pith_short_8: 4BMIRKHB

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/4BMIRKHBQX2CLBTEBCI33GX7PG \
  | 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: e05888a8e185f42586640891bd9aff79a7b338787a467acfe77d25851a59e3b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a858e46fbd28cb8d0af91e48aeb2dcb43fae66e413aa8da8848e7ac3b1c211b1",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-21T15:32:03Z",
    "title_canon_sha256": "045ab69ab5bf07c1ccc32c23eb26825ba5a169e6e5ce511521ab07160d1d1dd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16669",
    "kind": "arxiv",
    "version": 1
  }
}